{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using ReinforcementLearningAnIntroduction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "BairdCounterEnv(2)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env = BairdCounterEnv()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "Base.@kwdef struct RecordWeights <: AbstractHook\n",
    "    weights::Vector{Vector{Float64}}=[]\n",
    "end\n",
    "\n",
    "(h::RecordWeights)(::PostActStage, agent, env, obs) = push!(h.weights, agent.policy.π_target.learner.approximator.weights |> deepcopy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Base.@kwdef struct StateMapping <: AbstractPreprocessor\n",
    "    mapping::Array{Int,2}=features\n",
    "end\n",
    "\n",
    "(p::StateMapping)(s::Int) = @view(p.mapping[s, :])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[32mProgress: 100%|█████████████████████████████████████████| Time: 0:00:01\u001b[39m\n"
     ]
    },
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       "  1034.03,1359.47 1036.09,1359.47 1038.16,1359.47 1040.22,1359.47 1042.28,1359.47 1044.35,1359.47 1046.41,1359.47 1048.47,1359.47 1050.54,1359.47 1052.6,1359.47 \n",
       "  1054.67,1359.47 1056.73,1359.47 1058.79,1359.47 1060.86,1359.47 1062.92,1359.47 1064.99,1359.47 1067.05,1359.47 1069.11,1359.47 1071.18,1359.47 1073.24,1359.47 \n",
       "  1075.3,1359.47 1077.37,1359.47 1079.43,1359.47 1081.5,1359.47 1083.56,1359.47 1085.62,1359.47 1087.69,1359.47 1089.75,1359.47 1091.82,1359.47 1093.88,1359.47 \n",
       "  1095.94,1359.47 1098.01,1359.47 1100.07,1359.47 1102.13,1359.47 1104.2,1359.47 1106.26,1359.47 1108.33,1359.47 1110.39,1359.47 1112.45,1359.47 1114.52,1359.47 \n",
       "  1116.58,1359.47 1118.64,1359.47 1120.71,1359.47 1122.77,1359.47 1124.84,1359.47 1126.9,1359.47 1128.96,1359.47 1131.03,1359.47 1133.09,1359.47 1135.16,1359.47 \n",
       "  1137.22,1359.47 1139.28,1359.47 1141.35,1359.47 1143.41,1359.47 1145.47,1359.47 1147.54,1359.47 1149.6,1359.47 1151.67,1359.47 1153.73,1359.47 1155.79,1359.47 \n",
       "  1157.86,1359.47 1159.92,1359.47 1161.99,1359.47 1164.05,1359.47 1166.11,1359.47 1168.18,1359.47 1170.24,1359.47 1172.3,1359.47 1174.37,1359.47 1176.43,1359.47 \n",
       "  1178.5,1359.47 1180.56,1359.47 1182.62,1359.47 1184.69,1359.47 1186.75,1359.47 1188.82,1333.9 1190.88,1333.9 1192.94,1333.9 1195.01,1333.9 1197.07,1333.9 \n",
       "  1199.13,1333.9 1201.2,1333.9 1203.26,1333.9 1205.33,1333.9 1207.39,1333.9 1209.45,1333.9 1211.52,1333.9 1213.58,1333.9 1215.65,1333.9 1217.71,1312.75 \n",
       "  1219.77,1312.75 1221.84,1312.75 1223.9,1312.75 1225.96,1312.75 1228.03,1312.75 1230.09,1312.75 1232.16,1312.75 1234.22,1312.75 1236.28,1312.75 1238.35,1312.75 \n",
       "  1240.41,1312.75 1242.47,1312.75 1244.54,1312.75 1246.6,1312.75 1248.67,1312.75 1250.73,1312.75 1252.79,1312.75 1254.86,1312.75 1256.92,1312.75 1258.99,1312.75 \n",
       "  1261.05,1312.75 1263.11,1312.75 1265.18,1312.75 1267.24,1312.75 1269.3,1312.75 1271.37,1312.75 1273.43,1312.75 1275.5,1312.75 1277.56,1291.39 1279.62,1291.39 \n",
       "  1281.69,1291.39 1283.75,1291.39 1285.82,1291.39 1287.88,1291.39 1289.94,1291.39 1292.01,1291.39 1294.07,1291.39 1296.13,1291.39 1298.2,1291.39 1300.26,1291.39 \n",
       "  1302.33,1291.39 1304.39,1273.5 1306.45,1273.5 1308.52,1273.5 1310.58,1273.5 1312.65,1273.5 1314.71,1273.5 1316.77,1273.5 1318.84,1273.5 1320.9,1273.5 \n",
       "  1322.96,1273.5 1325.03,1259.39 1327.09,1259.39 1329.16,1259.39 1331.22,1259.39 1333.28,1259.39 1335.35,1259.39 1337.41,1259.39 1339.48,1259.39 1341.54,1259.39 \n",
       "  1343.6,1259.39 1345.67,1259.39 1347.73,1259.39 1349.79,1248.26 1351.86,1248.26 1353.92,1248.26 1355.99,1248.26 1358.05,1248.26 1360.11,1248.26 1362.18,1248.26 \n",
       "  1364.24,1248.26 1366.3,1248.26 1368.37,1248.26 1370.43,1248.26 1372.5,1248.26 1374.56,1248.26 1376.62,1248.26 1378.69,1248.26 1380.75,1248.26 1382.82,1248.26 \n",
       "  1384.88,1248.26 1386.94,1248.26 1389.01,1248.26 1391.07,1248.26 1393.13,1248.26 1395.2,1248.26 1397.26,1248.26 1399.33,1248.26 1401.39,1248.26 1403.45,1248.26 \n",
       "  1405.52,1248.26 1407.58,1248.26 1409.65,1248.26 1411.71,1248.26 1413.77,1248.26 1415.84,1248.26 1417.9,1248.26 1419.96,1248.26 1422.03,1248.26 1424.09,1248.26 \n",
       "  1426.16,1248.26 1428.22,1248.26 1430.28,1248.26 1432.35,1248.26 1434.41,1248.26 1436.48,1248.26 1438.54,1248.26 1440.6,1248.26 1442.67,1248.26 1444.73,1248.26 \n",
       "  1446.79,1248.26 1448.86,1248.26 1450.92,1248.26 1452.99,1248.26 1455.05,1248.26 1457.11,1248.26 1459.18,1248.26 1461.24,1248.26 1463.31,1248.26 1465.37,1248.26 \n",
       "  1467.43,1248.26 1469.5,1248.26 1471.56,1248.26 1473.62,1248.26 1475.69,1248.26 1477.75,1248.26 1479.82,1248.26 1481.88,1248.26 1483.94,1248.26 1486.01,1248.26 \n",
       "  1488.07,1248.26 1490.14,1248.26 1492.2,1248.26 1494.26,1248.26 1496.33,1248.26 1498.39,1248.26 1500.45,1248.26 1502.52,1248.26 1504.58,1248.26 1506.65,1248.26 \n",
       "  1508.71,1248.26 1510.77,1248.26 1512.84,1248.26 1514.9,1248.26 1516.96,1248.26 1519.03,1248.26 1521.09,1248.26 1523.16,1248.26 1525.22,1225.48 1527.28,1225.48 \n",
       "  1529.35,1225.48 1531.41,1225.48 1533.48,1225.48 1535.54,1225.48 1537.6,1225.48 1539.67,1225.48 1541.73,1225.48 1543.79,1225.48 1545.86,1225.48 1547.92,1225.48 \n",
       "  1549.99,1225.48 1552.05,1225.48 1554.11,1225.48 1556.18,1225.48 1558.24,1225.48 1560.31,1225.48 1562.37,1225.48 1564.43,1206.6 1566.5,1206.6 1568.56,1206.6 \n",
       "  1570.62,1206.6 1572.69,1206.6 1574.75,1206.6 1576.82,1206.6 1578.88,1206.6 1580.94,1206.6 1583.01,1206.6 1585.07,1206.6 1587.14,1206.6 1589.2,1206.6 \n",
       "  1591.26,1206.6 1593.33,1206.6 1595.39,1206.6 1597.45,1206.6 1599.52,1206.6 1601.58,1206.6 1603.65,1206.6 1605.71,1206.6 1607.77,1206.6 1609.84,1206.6 \n",
       "  1611.9,1206.6 1613.97,1206.6 1616.03,1206.6 1618.09,1206.6 1620.16,1206.6 1622.22,1206.6 1624.28,1206.6 1626.35,1206.6 1628.41,1206.6 1630.48,1206.6 \n",
       "  1632.54,1206.6 1634.6,1206.6 1636.67,1206.6 1638.73,1206.6 1640.79,1206.6 1642.86,1206.6 1644.92,1206.6 1646.99,1206.6 1649.05,1206.6 1651.11,1206.6 \n",
       "  1653.18,1206.6 1655.24,1206.6 1657.31,1206.6 1659.37,1206.6 1661.43,1206.6 1663.5,1206.6 1665.56,1206.6 1667.62,1206.6 1669.69,1206.6 1671.75,1206.6 \n",
       "  1673.82,1206.6 1675.88,1180.75 1677.94,1180.75 1680.01,1180.75 1682.07,1180.75 1684.14,1180.75 1686.2,1180.75 1688.26,1180.75 1690.33,1180.75 1692.39,1180.75 \n",
       "  1694.45,1180.75 1696.52,1180.75 1698.58,1180.75 1700.65,1180.75 1702.71,1180.75 1704.77,1180.75 1706.84,1180.75 1708.9,1180.75 1710.97,1180.75 1713.03,1180.75 \n",
       "  1715.09,1180.75 1717.16,1180.75 1719.22,1180.75 1721.28,1180.75 1723.35,1180.75 1725.41,1180.75 1727.48,1180.75 1729.54,1180.75 1731.6,1180.75 1733.67,1180.75 \n",
       "  1735.73,1180.75 1737.8,1180.75 1739.86,1180.75 1741.92,1180.75 1743.99,1180.75 1746.05,1180.75 1748.11,1180.75 1750.18,1180.75 1752.24,1180.75 1754.31,1180.75 \n",
       "  1756.37,1180.75 1758.43,1150.32 1760.5,1150.32 1762.56,1150.32 1764.63,1150.32 1766.69,1150.32 1768.75,1150.32 1770.82,1150.32 1772.88,1150.32 1774.94,1150.32 \n",
       "  1777.01,1150.32 1779.07,1150.32 1781.14,1150.32 1783.2,1150.32 1785.26,1150.32 1787.33,1150.32 1789.39,1150.32 1791.45,1150.32 1793.52,1150.32 1795.58,1150.32 \n",
       "  1797.65,1150.32 1799.71,1150.32 1801.77,1150.32 1803.84,1150.32 1805.9,1150.32 1807.97,1150.32 1810.03,1150.32 1812.09,1150.32 1814.16,1150.32 1816.22,1150.32 \n",
       "  1818.28,1150.32 1820.35,1150.32 1822.41,1150.32 1824.48,1150.32 1826.54,1150.32 1828.6,1150.32 1830.67,1150.32 1832.73,1150.32 1834.8,1150.32 1836.86,1150.32 \n",
       "  1838.92,1121.44 1840.99,1121.44 1843.05,1121.44 1845.11,1121.44 1847.18,1121.44 1849.24,1121.44 1851.31,1121.44 1853.37,1121.44 1855.43,1121.44 1857.5,1121.44 \n",
       "  1859.56,1121.44 1861.63,1121.44 1863.69,1121.44 1865.75,1121.44 1867.82,1121.44 1869.88,1121.44 1871.94,1121.44 1874.01,1121.44 1876.07,1121.44 1878.14,1121.44 \n",
       "  1880.2,1121.44 1882.26,1121.44 1884.33,1121.44 1886.39,1121.44 1888.46,1121.44 1890.52,1121.44 1892.58,1121.44 1894.65,1121.44 1896.71,1121.44 1898.77,1121.44 \n",
       "  1900.84,1121.44 1902.9,1121.44 1904.97,1121.44 1907.03,1121.44 1909.09,1121.44 1911.16,1121.44 1913.22,1121.44 1915.28,1121.44 1917.35,1121.44 1919.41,1121.44 \n",
       "  1921.48,1121.44 1923.54,1121.44 1925.6,1121.44 1927.67,1121.44 1929.73,1121.44 1931.8,1121.44 1933.86,1121.44 1935.92,1094.21 1937.99,1094.21 1940.05,1094.21 \n",
       "  1942.11,1094.21 1944.18,1094.21 1946.24,1094.21 1948.31,1094.21 1950.37,1094.21 1952.43,1094.21 1954.5,1094.21 1956.56,1094.21 1958.63,1094.21 1960.69,1094.21 \n",
       "  1962.75,1094.21 1964.82,1094.21 1966.88,1094.21 1968.94,1094.21 1971.01,1094.21 1973.07,1094.21 1975.14,1094.21 1977.2,1094.21 1979.26,1094.21 1981.33,1094.21 \n",
       "  1983.39,1094.21 1985.46,1094.21 1987.52,1094.21 1989.58,1094.21 1991.65,1094.21 1993.71,1094.21 1995.77,1094.21 1997.84,1094.21 1999.9,1094.21 2001.97,1094.21 \n",
       "  2004.03,1094.21 2006.09,1094.21 2008.16,1094.21 2010.22,1094.21 2012.29,1094.21 2014.35,1094.21 2016.41,1094.21 2018.48,1094.21 2020.54,1094.21 2022.6,1094.21 \n",
       "  2024.67,1094.21 2026.73,1094.21 2028.8,1094.21 2030.86,1094.21 2032.92,1094.21 2034.99,1094.21 2037.05,1094.21 2039.11,1049.57 2041.18,1049.57 2043.24,1049.57 \n",
       "  2045.31,1049.57 2047.37,1049.57 2049.43,1049.57 2051.5,1049.57 2053.56,1049.57 2055.63,1049.57 2057.69,1049.57 2059.75,1049.57 2061.82,1049.57 2063.88,1049.57 \n",
       "  2065.94,1049.57 2068.01,1049.57 2070.07,1049.57 2072.14,1049.57 2074.2,1049.57 2076.26,1049.57 2078.33,1049.57 2080.39,1049.57 2082.46,1049.57 2084.52,1049.57 \n",
       "  2086.58,1049.57 2088.65,1049.57 2090.71,1049.57 2092.77,1049.57 2094.84,1049.57 2096.9,1049.57 2098.97,1049.57 2101.03,1049.57 2103.09,1049.57 2105.16,1049.57 \n",
       "  2107.22,1049.57 2109.29,1049.57 2111.35,1049.57 2113.41,1049.57 2115.48,1005.54 2117.54,1005.54 2119.6,1005.54 2121.67,1005.54 2123.73,1005.54 2125.8,1005.54 \n",
       "  2127.86,1005.54 2129.92,1005.54 2131.99,1005.54 2134.05,1005.54 2136.12,966.523 2138.18,966.523 2140.24,966.523 2142.31,966.523 2144.37,966.523 2146.43,966.523 \n",
       "  2148.5,966.523 2150.56,966.523 2152.63,966.523 2154.69,966.523 2156.75,966.523 2158.82,932.183 2160.88,932.183 2162.95,905.103 2165.01,905.103 2167.07,905.103 \n",
       "  2169.14,905.103 2171.2,905.103 2173.26,905.103 2175.33,905.103 2177.39,905.103 2179.46,905.103 2181.52,905.103 2183.58,905.103 2185.65,905.103 2187.71,905.103 \n",
       "  2189.77,905.103 2191.84,905.103 2193.9,905.103 2195.97,905.103 2198.03,905.103 2200.09,905.103 2202.16,905.103 2204.22,905.103 2206.29,905.103 2208.35,905.103 \n",
       "  2210.41,905.103 2212.48,905.103 2214.54,905.103 2216.6,905.103 2218.67,905.103 2220.73,905.103 2222.8,905.103 2224.86,905.103 2226.92,905.103 2228.99,905.103 \n",
       "  2231.05,905.103 2233.12,905.103 2235.18,905.103 2237.24,905.103 2239.31,905.103 2241.37,905.103 2243.43,905.103 2245.5,905.103 2247.56,905.103 2249.63,871.474 \n",
       "  2251.69,871.474 2253.75,871.474 2255.82,871.474 2257.88,871.474 2259.95,871.474 2262.01,871.474 2264.07,871.474 2266.14,871.474 2268.2,844.955 2270.26,844.955 \n",
       "  2272.33,844.955 2274.39,844.955 2276.46,844.955 2278.52,844.955 2280.58,844.955 2282.65,844.955 2284.71,844.955 2286.78,824.041 2288.84,824.041 2290.9,824.041 \n",
       "  \n",
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       "  249.771,1446.71 251.834,1440.13 253.898,1440.13 255.962,1440.13 258.026,1440.13 260.09,1440.13 262.154,1440.13 264.217,1440.13 266.281,1440.13 268.345,1440.13 \n",
       "  270.409,1440.13 272.473,1440.13 274.537,1440.13 276.6,1440.13 278.664,1440.13 280.728,1440.13 282.792,1440.13 284.856,1440.13 286.92,1440.13 288.983,1440.13 \n",
       "  291.047,1440.13 293.111,1440.13 295.175,1440.13 297.239,1440.13 299.303,1440.13 301.366,1440.13 303.43,1440.13 305.494,1440.13 307.558,1440.13 309.622,1440.13 \n",
       "  311.686,1440.13 313.749,1440.13 315.813,1440.13 317.877,1440.13 319.941,1440.13 322.005,1440.13 324.069,1440.13 326.132,1440.13 328.196,1440.13 330.26,1440.13 \n",
       "  332.324,1440.13 334.388,1440.13 336.452,1440.13 338.515,1440.13 340.579,1440.13 342.643,1440.13 344.707,1440.13 346.771,1440.13 348.835,1440.13 350.898,1440.13 \n",
       "  352.962,1440.13 355.026,1440.13 357.09,1440.13 359.154,1440.13 361.218,1440.13 363.281,1440.13 365.345,1440.13 367.409,1440.13 369.473,1440.13 371.537,1440.13 \n",
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       "  394.239,1440.13 396.303,1440.13 398.367,1440.13 400.431,1440.13 402.494,1440.13 404.558,1440.13 406.622,1440.13 408.686,1440.13 410.75,1440.13 412.814,1440.13 \n",
       "  414.877,1440.13 416.941,1440.13 419.005,1440.13 421.069,1440.13 423.133,1440.13 425.197,1440.13 427.26,1440.13 429.324,1440.13 431.388,1440.13 433.452,1440.13 \n",
       "  435.516,1440.13 437.58,1440.13 439.643,1440.13 441.707,1440.13 443.771,1440.13 445.835,1440.13 447.899,1440.13 449.963,1440.13 452.026,1440.13 454.09,1440.13 \n",
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       "  476.792,1440.13 478.856,1440.13 480.92,1440.13 482.984,1440.13 485.048,1440.13 487.112,1440.13 489.175,1440.13 491.239,1440.13 493.303,1440.13 495.367,1424.88 \n",
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       "  559.346,1412.86 561.41,1412.86 563.473,1412.86 565.537,1412.86 567.601,1412.86 569.665,1412.86 571.729,1412.86 573.793,1412.86 575.856,1412.86 577.92,1412.86 \n",
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       "  600.622,1412.86 602.686,1412.86 604.75,1412.86 606.814,1412.86 608.878,1412.86 610.942,1412.86 613.005,1412.86 615.069,1412.86 617.133,1412.86 619.197,1412.86 \n",
       "  621.261,1412.86 623.325,1412.86 625.388,1412.86 627.452,1412.86 629.516,1412.86 631.58,1412.86 633.644,1412.86 635.708,1412.86 637.771,1412.86 639.835,1412.86 \n",
       "  641.899,1412.86 643.963,1412.86 646.027,1412.86 648.091,1412.86 650.154,1412.86 652.218,1412.86 654.282,1412.86 656.346,1412.86 658.41,1412.86 660.474,1412.86 \n",
       "  662.537,1412.86 664.601,1412.86 666.665,1412.86 668.729,1412.86 670.793,1412.86 672.857,1412.86 674.92,1412.86 676.984,1412.86 679.048,1412.86 681.112,1412.86 \n",
       "  683.176,1412.86 685.24,1412.86 687.303,1412.86 689.367,1412.86 691.431,1412.86 693.495,1412.86 695.559,1412.86 697.623,1412.86 699.686,1412.86 701.75,1412.86 \n",
       "  703.814,1412.86 705.878,1412.86 707.942,1412.86 710.006,1412.86 712.07,1412.86 714.133,1412.86 716.197,1412.86 718.261,1412.86 720.325,1412.86 722.389,1412.86 \n",
       "  724.453,1412.86 726.516,1412.86 728.58,1412.86 730.644,1412.86 732.708,1412.86 734.772,1412.86 736.836,1412.86 738.899,1412.86 740.963,1412.86 743.027,1412.86 \n",
       "  745.091,1412.86 747.155,1412.86 749.219,1412.86 751.282,1412.86 753.346,1412.86 755.41,1412.86 757.474,1412.86 759.538,1412.86 761.602,1412.86 763.665,1412.86 \n",
       "  765.729,1412.86 767.793,1412.86 769.857,1412.86 771.921,1412.86 773.985,1412.86 776.048,1412.86 778.112,1412.86 780.176,1412.86 782.24,1412.86 784.304,1412.86 \n",
       "  786.368,1412.86 788.431,1412.86 790.495,1412.86 792.559,1412.86 794.623,1412.86 796.687,1412.86 798.751,1391.91 800.814,1391.91 802.878,1391.91 804.942,1391.91 \n",
       "  807.006,1391.91 809.07,1391.91 811.134,1391.91 813.197,1373.37 815.261,1373.37 817.325,1373.37 819.389,1373.37 821.453,1373.37 823.517,1373.37 825.58,1373.37 \n",
       "  827.644,1373.37 829.708,1373.37 831.772,1373.37 833.836,1373.37 835.9,1373.37 837.963,1373.37 840.027,1373.37 842.091,1373.37 844.155,1373.37 846.219,1373.37 \n",
       "  848.283,1373.37 850.346,1373.37 852.41,1373.37 854.474,1373.37 856.538,1355.87 858.602,1355.87 860.666,1355.87 862.729,1355.87 864.793,1355.87 866.857,1355.87 \n",
       "  868.921,1355.87 870.985,1355.87 873.049,1355.87 875.112,1355.87 877.176,1355.87 879.24,1355.87 881.304,1355.87 883.368,1355.87 885.432,1355.87 887.495,1355.87 \n",
       "  889.559,1355.87 891.623,1355.87 893.687,1355.87 895.751,1355.87 897.815,1355.87 899.878,1355.87 901.942,1355.87 904.006,1355.87 906.07,1355.87 908.134,1355.87 \n",
       "  910.198,1355.87 912.261,1355.87 914.325,1355.87 916.389,1355.87 918.453,1355.87 920.517,1355.87 922.581,1355.87 924.644,1355.87 926.708,1355.87 928.772,1355.87 \n",
       "  930.836,1355.87 932.9,1355.87 934.964,1355.87 937.027,1355.87 939.091,1355.87 941.155,1355.87 943.219,1355.87 945.283,1355.87 947.347,1355.87 949.41,1355.87 \n",
       "  951.474,1355.87 953.538,1355.87 955.602,1355.87 957.666,1355.87 959.73,1355.87 961.793,1355.87 963.857,1355.87 965.921,1355.87 967.985,1355.87 970.049,1355.87 \n",
       "  972.113,1355.87 974.176,1355.87 976.24,1355.87 978.304,1355.87 980.368,1355.87 982.432,1355.87 984.496,1355.87 986.559,1355.87 988.623,1355.87 990.687,1355.87 \n",
       "  992.751,1355.87 994.815,1355.87 996.879,1355.87 998.942,1355.87 1001.01,1338.77 1003.07,1338.77 1005.13,1338.77 1007.2,1338.77 1009.26,1338.77 1011.33,1338.77 \n",
       "  1013.39,1338.77 1015.45,1338.77 1017.52,1338.77 1019.58,1338.77 1021.64,1338.77 1023.71,1338.77 1025.77,1338.77 1027.84,1338.77 1029.9,1338.77 1031.96,1338.77 \n",
       "  1034.03,1338.77 1036.09,1338.77 1038.16,1338.77 1040.22,1338.77 1042.28,1324.44 1044.35,1324.44 1046.41,1324.44 1048.47,1324.44 1050.54,1324.44 1052.6,1324.44 \n",
       "  1054.67,1313.32 1056.73,1313.32 1058.79,1313.32 1060.86,1313.32 1062.92,1313.32 1064.99,1313.32 1067.05,1313.32 1069.11,1313.32 1071.18,1313.32 1073.24,1313.32 \n",
       "  1075.3,1313.32 1077.37,1313.32 1079.43,1313.32 1081.5,1313.32 1083.56,1313.32 1085.62,1313.32 1087.69,1313.32 1089.75,1313.32 1091.82,1313.32 1093.88,1313.32 \n",
       "  1095.94,1313.32 1098.01,1313.32 1100.07,1313.32 1102.13,1313.32 1104.2,1313.32 1106.26,1313.32 1108.33,1313.32 1110.39,1313.32 1112.45,1313.32 1114.52,1313.32 \n",
       "  1116.58,1313.32 1118.64,1313.32 1120.71,1313.32 1122.77,1313.32 1124.84,1313.32 1126.9,1313.32 1128.96,1313.32 1131.03,1313.32 1133.09,1313.32 1135.16,1313.32 \n",
       "  1137.22,1313.32 1139.28,1313.32 1141.35,1313.32 1143.41,1313.32 1145.47,1313.32 1147.54,1313.32 1149.6,1313.32 1151.67,1313.32 1153.73,1313.32 1155.79,1313.32 \n",
       "  1157.86,1313.32 1159.92,1313.32 1161.99,1313.32 1164.05,1313.32 1166.11,1313.32 1168.18,1313.32 1170.24,1313.32 1172.3,1313.32 1174.37,1313.32 1176.43,1313.32 \n",
       "  1178.5,1313.32 1180.56,1313.32 1182.62,1313.32 1184.69,1313.32 1186.75,1313.32 1188.82,1313.32 1190.88,1313.32 1192.94,1313.32 1195.01,1313.32 1197.07,1298.92 \n",
       "  1199.13,1298.92 1201.2,1298.92 1203.26,1298.92 1205.33,1298.92 1207.39,1298.92 1209.45,1298.92 1211.52,1298.92 1213.58,1298.92 1215.65,1298.92 1217.71,1298.92 \n",
       "  1219.77,1298.92 1221.84,1298.92 1223.9,1298.92 1225.96,1298.92 1228.03,1298.92 1230.09,1298.92 1232.16,1298.92 1234.22,1298.92 1236.28,1298.92 1238.35,1298.92 \n",
       "  1240.41,1298.92 1242.47,1298.92 1244.54,1298.92 1246.6,1298.92 1248.67,1298.92 1250.73,1298.92 1252.79,1298.92 1254.86,1298.92 1256.92,1298.92 1258.99,1298.92 \n",
       "  1261.05,1298.92 1263.11,1298.92 1265.18,1298.92 1267.24,1298.92 1269.3,1298.92 1271.37,1298.92 1273.43,1298.92 1275.5,1298.92 1277.56,1298.92 1279.62,1298.92 \n",
       "  1281.69,1298.92 1283.75,1298.92 1285.82,1298.92 1287.88,1279.97 1289.94,1279.97 1292.01,1279.97 1294.07,1279.97 1296.13,1279.97 1298.2,1279.97 1300.26,1279.97 \n",
       "  1302.33,1279.97 1304.39,1279.97 1306.45,1279.97 1308.52,1279.97 1310.58,1279.97 1312.65,1279.97 1314.71,1279.97 1316.77,1279.97 1318.84,1279.97 1320.9,1279.97 \n",
       "  1322.96,1279.97 1325.03,1279.97 1327.09,1279.97 1329.16,1279.97 1331.22,1279.97 1333.28,1279.97 1335.35,1279.97 1337.41,1279.97 1339.48,1279.97 1341.54,1279.97 \n",
       "  1343.6,1279.97 1345.67,1279.97 1347.73,1279.97 1349.79,1279.97 1351.86,1279.97 1353.92,1279.97 1355.99,1279.97 1358.05,1279.97 1360.11,1279.97 1362.18,1279.97 \n",
       "  1364.24,1279.97 1366.3,1279.97 1368.37,1279.97 1370.43,1279.97 1372.5,1279.97 1374.56,1279.97 1376.62,1279.97 1378.69,1279.97 1380.75,1279.97 1382.82,1279.97 \n",
       "  1384.88,1279.97 1386.94,1279.97 1389.01,1279.97 1391.07,1260.31 1393.13,1260.31 1395.2,1260.31 1397.26,1260.31 1399.33,1260.31 1401.39,1260.31 1403.45,1260.31 \n",
       "  1405.52,1260.31 1407.58,1260.31 1409.65,1260.31 1411.71,1260.31 1413.77,1260.31 1415.84,1260.31 1417.9,1260.31 1419.96,1260.31 1422.03,1260.31 1424.09,1260.31 \n",
       "  1426.16,1260.31 1428.22,1260.31 1430.28,1260.31 1432.35,1260.31 1434.41,1260.31 1436.48,1260.31 1438.54,1260.31 1440.6,1260.31 1442.67,1260.31 1444.73,1260.31 \n",
       "  1446.79,1260.31 1448.86,1260.31 1450.92,1260.31 1452.99,1260.31 1455.05,1260.31 1457.11,1260.31 1459.18,1260.31 1461.24,1260.31 1463.31,1260.31 1465.37,1260.31 \n",
       "  1467.43,1260.31 1469.5,1260.31 1471.56,1260.31 1473.62,1260.31 1475.69,1260.31 1477.75,1260.31 1479.82,1260.31 1481.88,1260.31 1483.94,1260.31 1486.01,1260.31 \n",
       "  1488.07,1260.31 1490.14,1260.31 1492.2,1260.31 1494.26,1260.31 1496.33,1260.31 1498.39,1260.31 1500.45,1260.31 1502.52,1260.31 1504.58,1260.31 1506.65,1260.31 \n",
       "  1508.71,1260.31 1510.77,1260.31 1512.84,1260.31 1514.9,1260.31 1516.96,1260.31 1519.03,1260.31 1521.09,1260.31 1523.16,1260.31 1525.22,1260.31 1527.28,1260.31 \n",
       "  1529.35,1260.31 1531.41,1260.31 1533.48,1260.31 1535.54,1260.31 1537.6,1260.31 1539.67,1260.31 1541.73,1260.31 1543.79,1260.31 1545.86,1260.31 1547.92,1260.31 \n",
       "  1549.99,1260.31 1552.05,1260.31 1554.11,1260.31 1556.18,1260.31 1558.24,1260.31 1560.31,1260.31 1562.37,1260.31 1564.43,1260.31 1566.5,1260.31 1568.56,1260.31 \n",
       "  1570.62,1260.31 1572.69,1260.31 1574.75,1260.31 1576.82,1260.31 1578.88,1260.31 1580.94,1260.31 1583.01,1260.31 1585.07,1260.31 1587.14,1260.31 1589.2,1260.31 \n",
       "  1591.26,1260.31 1593.33,1260.31 1595.39,1260.31 1597.45,1260.31 1599.52,1260.31 1601.58,1260.31 1603.65,1229.46 1605.71,1229.46 1607.77,1229.46 1609.84,1229.46 \n",
       "  1611.9,1229.46 1613.97,1229.46 1616.03,1229.46 1618.09,1229.46 1620.16,1229.46 1622.22,1229.46 1624.28,1229.46 1626.35,1229.46 1628.41,1229.46 1630.48,1229.46 \n",
       "  1632.54,1229.46 1634.6,1229.46 1636.67,1229.46 1638.73,1229.46 1640.79,1229.46 1642.86,1229.46 1644.92,1202.71 1646.99,1202.71 1649.05,1202.71 1651.11,1202.71 \n",
       "  1653.18,1202.71 1655.24,1202.71 1657.31,1202.71 1659.37,1202.71 1661.43,1202.71 1663.5,1202.71 1665.56,1202.71 1667.62,1202.71 1669.69,1202.71 1671.75,1202.71 \n",
       "  1673.82,1202.71 1675.88,1202.71 1677.94,1202.71 1680.01,1202.71 1682.07,1202.71 1684.14,1202.71 1686.2,1176.17 1688.26,1176.17 1690.33,1176.17 1692.39,1176.17 \n",
       "  1694.45,1176.17 1696.52,1176.17 1698.58,1176.17 1700.65,1176.17 1702.71,1176.17 1704.77,1176.17 1706.84,1176.17 1708.9,1176.17 1710.97,1176.17 1713.03,1176.17 \n",
       "  1715.09,1176.17 1717.16,1176.17 1719.22,1176.17 1721.28,1176.17 1723.35,1176.17 1725.41,1176.17 1727.48,1176.17 1729.54,1176.17 1731.6,1176.17 1733.67,1176.17 \n",
       "  1735.73,1176.17 1737.8,1176.17 1739.86,1176.17 1741.92,1176.17 1743.99,1148.9 1746.05,1148.9 1748.11,1148.9 1750.18,1148.9 1752.24,1148.9 1754.31,1148.9 \n",
       "  1756.37,1148.9 1758.43,1148.9 1760.5,1148.9 1762.56,1148.9 1764.63,1148.9 1766.69,1148.9 1768.75,1148.9 1770.82,1148.9 1772.88,1148.9 1774.94,1148.9 \n",
       "  1777.01,1148.9 1779.07,1148.9 1781.14,1148.9 1783.2,1148.9 1785.26,1148.9 1787.33,1148.9 1789.39,1148.9 1791.45,1148.9 1793.52,1148.9 1795.58,1148.9 \n",
       "  1797.65,1148.9 1799.71,1148.9 1801.77,1148.9 1803.84,1148.9 1805.9,1148.9 1807.97,1148.9 1810.03,1148.9 1812.09,1148.9 1814.16,1148.9 1816.22,1148.9 \n",
       "  1818.28,1148.9 1820.35,1148.9 1822.41,1148.9 1824.48,1148.9 1826.54,1148.9 1828.6,1148.9 1830.67,1148.9 1832.73,1148.9 1834.8,1148.9 1836.86,1148.9 \n",
       "  1838.92,1148.9 1840.99,1148.9 1843.05,1148.9 1845.11,1148.9 1847.18,1148.9 1849.24,1148.9 1851.31,1148.9 1853.37,1148.9 1855.43,1148.9 1857.5,1148.9 \n",
       "  1859.56,1148.9 1861.63,1148.9 1863.69,1148.9 1865.75,1148.9 1867.82,1148.9 1869.88,1148.9 1871.94,1148.9 1874.01,1148.9 1876.07,1148.9 1878.14,1148.9 \n",
       "  1880.2,1148.9 1882.26,1148.9 1884.33,1148.9 1886.39,1148.9 1888.46,1148.9 1890.52,1148.9 1892.58,1148.9 1894.65,1148.9 1896.71,1148.9 1898.77,1148.9 \n",
       "  1900.84,1148.9 1902.9,1148.9 1904.97,1148.9 1907.03,1148.9 1909.09,1148.9 1911.16,1148.9 1913.22,1148.9 1915.28,1148.9 1917.35,1148.9 1919.41,1148.9 \n",
       "  1921.48,1148.9 1923.54,1148.9 1925.6,1148.9 1927.67,1148.9 1929.73,1148.9 1931.8,1148.9 1933.86,1148.9 1935.92,1148.9 1937.99,1148.9 1940.05,1148.9 \n",
       "  1942.11,1148.9 1944.18,1148.9 1946.24,1148.9 1948.31,1148.9 1950.37,1148.9 1952.43,1148.9 1954.5,1148.9 1956.56,1148.9 1958.63,1148.9 1960.69,1148.9 \n",
       "  1962.75,1148.9 1964.82,1148.9 1966.88,1148.9 1968.94,1148.9 1971.01,1148.9 1973.07,1148.9 1975.14,1148.9 1977.2,1148.9 1979.26,1148.9 1981.33,1148.9 \n",
       "  1983.39,1148.9 1985.46,1148.9 1987.52,1148.9 1989.58,1148.9 1991.65,1148.9 1993.71,1148.9 1995.77,1148.9 1997.84,1148.9 1999.9,1148.9 2001.97,1148.9 \n",
       "  2004.03,1148.9 2006.09,1148.9 2008.16,1148.9 2010.22,1148.9 2012.29,1148.9 2014.35,1148.9 2016.41,1148.9 2018.48,1148.9 2020.54,1148.9 2022.6,1148.9 \n",
       "  2024.67,1148.9 2026.73,1148.9 2028.8,1148.9 2030.86,1148.9 2032.92,1148.9 2034.99,1148.9 2037.05,1148.9 2039.11,1148.9 2041.18,1148.9 2043.24,1148.9 \n",
       "  2045.31,1148.9 2047.37,1148.9 2049.43,1148.9 2051.5,1148.9 2053.56,1148.9 2055.63,1148.9 2057.69,1148.9 2059.75,1148.9 2061.82,1148.9 2063.88,1148.9 \n",
       "  2065.94,1148.9 2068.01,1148.9 2070.07,1148.9 2072.14,1148.9 2074.2,1148.9 2076.26,1148.9 2078.33,1148.9 2080.39,1148.9 2082.46,1148.9 2084.52,1081.67 \n",
       "  2086.58,1081.67 2088.65,1081.67 2090.71,1081.67 2092.77,1081.67 2094.84,1081.67 2096.9,1081.67 2098.97,1081.67 2101.03,1081.67 2103.09,1081.67 2105.16,1081.67 \n",
       "  2107.22,1081.67 2109.29,1081.67 2111.35,1081.67 2113.41,1081.67 2115.48,1081.67 2117.54,1081.67 2119.6,1081.67 2121.67,1081.67 2123.73,1081.67 2125.8,1081.67 \n",
       "  2127.86,1081.67 2129.92,1081.67 2131.99,1081.67 2134.05,1081.67 2136.12,1081.67 2138.18,1081.67 2140.24,1081.67 2142.31,1081.67 2144.37,1081.67 2146.43,1081.67 \n",
       "  2148.5,1081.67 2150.56,1081.67 2152.63,1081.67 2154.69,1081.67 2156.75,1081.67 2158.82,1081.67 2160.88,1081.67 2162.95,1081.67 2165.01,1081.67 2167.07,1081.67 \n",
       "  2169.14,1081.67 2171.2,1081.67 2173.26,1081.67 2175.33,1081.67 2177.39,1081.67 2179.46,1081.67 2181.52,1081.67 2183.58,1081.67 2185.65,1081.67 2187.71,1081.67 \n",
       "  2189.77,1081.67 2191.84,1081.67 2193.9,1081.67 2195.97,1081.67 2198.03,1081.67 2200.09,1081.67 2202.16,1081.67 2204.22,1081.67 2206.29,1081.67 2208.35,1081.67 \n",
       "  2210.41,1081.67 2212.48,1081.67 2214.54,1081.67 2216.6,1081.67 2218.67,1081.67 2220.73,1081.67 2222.8,1081.67 2224.86,1081.67 2226.92,1081.67 2228.99,1081.67 \n",
       "  2231.05,1081.67 2233.12,1081.67 2235.18,1081.67 2237.24,1081.67 2239.31,1081.67 2241.37,1081.67 2243.43,1081.67 2245.5,1081.67 2247.56,1081.67 2249.63,1081.67 \n",
       "  2251.69,1081.67 2253.75,1081.67 2255.82,1081.67 2257.88,1081.67 2259.95,1081.67 2262.01,1081.67 2264.07,1081.67 2266.14,1081.67 2268.2,1081.67 2270.26,1081.67 \n",
       "  2272.33,1081.67 2274.39,1081.67 2276.46,1081.67 2278.52,1081.67 2280.58,1081.67 2282.65,1081.67 2284.71,1081.67 2286.78,1081.67 2288.84,1081.67 2290.9,1081.67 \n",
       "  \n",
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       "  249.771,1446.71 251.834,1446.71 253.898,1446.71 255.962,1446.71 258.026,1446.71 260.09,1446.71 262.154,1446.71 264.217,1446.71 266.281,1446.71 268.345,1439.19 \n",
       "  270.409,1439.19 272.473,1433.26 274.537,1433.26 276.6,1433.26 278.664,1433.26 280.728,1433.26 282.792,1433.26 284.856,1433.26 286.92,1433.26 288.983,1433.26 \n",
       "  291.047,1433.26 293.111,1433.26 295.175,1433.26 297.239,1433.26 299.303,1433.26 301.366,1433.26 303.43,1433.26 305.494,1433.26 307.558,1433.26 309.622,1433.26 \n",
       "  311.686,1433.26 313.749,1433.26 315.813,1433.26 317.877,1433.26 319.941,1433.26 322.005,1433.26 324.069,1433.26 326.132,1425.95 328.196,1425.95 330.26,1425.95 \n",
       "  332.324,1425.95 334.388,1425.95 336.452,1425.95 338.515,1425.95 340.579,1425.95 342.643,1425.95 344.707,1425.95 346.771,1425.95 348.835,1425.95 350.898,1425.95 \n",
       "  352.962,1425.95 355.026,1425.95 357.09,1425.95 359.154,1425.95 361.218,1425.95 363.281,1425.95 365.345,1425.95 367.409,1425.95 369.473,1425.95 371.537,1425.95 \n",
       "  373.601,1425.95 375.665,1425.95 377.728,1425.95 379.792,1425.95 381.856,1425.95 383.92,1425.95 385.984,1425.95 388.048,1425.95 390.111,1425.95 392.175,1425.95 \n",
       "  394.239,1425.95 396.303,1425.95 398.367,1425.95 400.431,1425.95 402.494,1425.95 404.558,1425.95 406.622,1425.95 408.686,1425.95 410.75,1425.95 412.814,1425.95 \n",
       "  414.877,1425.95 416.941,1425.95 419.005,1425.95 421.069,1425.95 423.133,1425.95 425.197,1425.95 427.26,1425.95 429.324,1425.95 431.388,1425.95 433.452,1425.95 \n",
       "  435.516,1425.95 437.58,1425.95 439.643,1425.95 441.707,1425.95 443.771,1425.95 445.835,1425.95 447.899,1425.95 449.963,1425.95 452.026,1425.95 454.09,1425.95 \n",
       "  456.154,1425.95 458.218,1425.95 460.282,1425.95 462.346,1425.95 464.409,1425.95 466.473,1425.95 468.537,1425.95 470.601,1425.95 472.665,1425.95 474.729,1425.95 \n",
       "  476.792,1425.95 478.856,1425.95 480.92,1425.95 482.984,1425.95 485.048,1425.95 487.112,1425.95 489.175,1425.95 491.239,1425.95 493.303,1425.95 495.367,1425.95 \n",
       "  497.431,1425.95 499.495,1425.95 501.558,1425.95 503.622,1425.95 505.686,1425.95 507.75,1425.95 509.814,1425.95 511.878,1425.95 513.941,1425.95 516.005,1425.95 \n",
       "  518.069,1425.95 520.133,1425.95 522.197,1425.95 524.261,1425.95 526.324,1425.95 528.388,1425.95 530.452,1425.95 532.516,1425.95 534.58,1425.95 536.644,1425.95 \n",
       "  538.707,1425.95 540.771,1425.95 542.835,1425.95 544.899,1425.95 546.963,1425.95 549.027,1425.95 551.09,1425.95 553.154,1425.95 555.218,1425.95 557.282,1412.8 \n",
       "  559.346,1412.8 561.41,1412.8 563.473,1412.8 565.537,1412.8 567.601,1412.8 569.665,1412.8 571.729,1412.8 573.793,1412.8 575.856,1412.8 577.92,1412.8 \n",
       "  579.984,1412.8 582.048,1412.8 584.112,1412.8 586.176,1412.8 588.239,1412.8 590.303,1412.8 592.367,1412.8 594.431,1412.8 596.495,1412.8 598.559,1412.8 \n",
       "  600.622,1412.8 602.686,1412.8 604.75,1412.8 606.814,1412.8 608.878,1412.8 610.942,1412.8 613.005,1412.8 615.069,1412.8 617.133,1412.8 619.197,1412.8 \n",
       "  621.261,1412.8 623.325,1412.8 625.388,1412.8 627.452,1412.8 629.516,1412.8 631.58,1412.8 633.644,1412.8 635.708,1412.8 637.771,1412.8 639.835,1412.8 \n",
       "  641.899,1412.8 643.963,1412.8 646.027,1412.8 648.091,1412.8 650.154,1412.8 652.218,1412.8 654.282,1412.8 656.346,1412.8 658.41,1412.8 660.474,1412.8 \n",
       "  662.537,1399.63 664.601,1399.63 666.665,1399.63 668.729,1389.24 670.793,1389.24 672.857,1389.24 674.92,1389.24 676.984,1389.24 679.048,1389.24 681.112,1389.24 \n",
       "  683.176,1389.24 685.24,1389.24 687.303,1389.24 689.367,1389.24 691.431,1389.24 693.495,1389.24 695.559,1380.49 697.623,1380.49 699.686,1380.49 701.75,1380.49 \n",
       "  703.814,1380.49 705.878,1380.49 707.942,1380.49 710.006,1380.49 712.07,1380.49 714.133,1380.49 716.197,1380.49 718.261,1380.49 720.325,1380.49 722.389,1380.49 \n",
       "  724.453,1380.49 726.516,1380.49 728.58,1380.49 730.644,1380.49 732.708,1372.15 734.772,1372.15 736.836,1372.15 738.899,1372.15 740.963,1372.15 743.027,1372.15 \n",
       "  745.091,1372.15 747.155,1372.15 749.219,1372.15 751.282,1372.15 753.346,1372.15 755.41,1372.15 757.474,1372.15 759.538,1372.15 761.602,1372.15 763.665,1372.15 \n",
       "  765.729,1372.15 767.793,1372.15 769.857,1372.15 771.921,1372.15 773.985,1372.15 776.048,1372.15 778.112,1372.15 780.176,1372.15 782.24,1372.15 784.304,1372.15 \n",
       "  786.368,1372.15 788.431,1372.15 790.495,1372.15 792.559,1372.15 794.623,1372.15 796.687,1372.15 798.751,1372.15 800.814,1372.15 802.878,1372.15 804.942,1372.15 \n",
       "  807.006,1372.15 809.07,1372.15 811.134,1372.15 813.197,1372.15 815.261,1372.15 817.325,1372.15 819.389,1372.15 821.453,1372.15 823.517,1372.15 825.58,1372.15 \n",
       "  827.644,1372.15 829.708,1372.15 831.772,1372.15 833.836,1372.15 835.9,1372.15 837.963,1372.15 840.027,1372.15 842.091,1372.15 844.155,1372.15 846.219,1372.15 \n",
       "  848.283,1372.15 850.346,1372.15 852.41,1372.15 854.474,1372.15 856.538,1372.15 858.602,1372.15 860.666,1372.15 862.729,1372.15 864.793,1372.15 866.857,1372.15 \n",
       "  868.921,1372.15 870.985,1372.15 873.049,1372.15 875.112,1372.15 877.176,1372.15 879.24,1372.15 881.304,1372.15 883.368,1372.15 885.432,1372.15 887.495,1372.15 \n",
       "  889.559,1372.15 891.623,1372.15 893.687,1372.15 895.751,1372.15 897.815,1372.15 899.878,1372.15 901.942,1372.15 904.006,1372.15 906.07,1372.15 908.134,1372.15 \n",
       "  910.198,1372.15 912.261,1351.88 914.325,1351.88 916.389,1351.88 918.453,1351.88 920.517,1351.88 922.581,1351.88 924.644,1351.88 926.708,1351.88 928.772,1351.88 \n",
       "  930.836,1351.88 932.9,1351.88 934.964,1351.88 937.027,1351.88 939.091,1351.88 941.155,1351.88 943.219,1351.88 945.283,1351.88 947.347,1351.88 949.41,1351.88 \n",
       "  951.474,1351.88 953.538,1351.88 955.602,1351.88 957.666,1351.88 959.73,1351.88 961.793,1351.88 963.857,1351.88 965.921,1351.88 967.985,1351.88 970.049,1351.88 \n",
       "  972.113,1351.88 974.176,1351.88 976.24,1351.88 978.304,1351.88 980.368,1351.88 982.432,1351.88 984.496,1351.88 986.559,1351.88 988.623,1351.88 990.687,1351.88 \n",
       "  992.751,1351.88 994.815,1351.88 996.879,1351.88 998.942,1351.88 1001.01,1351.88 1003.07,1351.88 1005.13,1351.88 1007.2,1351.88 1009.26,1351.88 1011.33,1351.88 \n",
       "  1013.39,1351.88 1015.45,1351.88 1017.52,1351.88 1019.58,1351.88 1021.64,1351.88 1023.71,1351.88 1025.77,1351.88 1027.84,1351.88 1029.9,1351.88 1031.96,1351.88 \n",
       "  1034.03,1351.88 1036.09,1351.88 1038.16,1351.88 1040.22,1351.88 1042.28,1351.88 1044.35,1351.88 1046.41,1351.88 1048.47,1351.88 1050.54,1351.88 1052.6,1351.88 \n",
       "  1054.67,1351.88 1056.73,1351.88 1058.79,1351.88 1060.86,1351.88 1062.92,1351.88 1064.99,1351.88 1067.05,1351.88 1069.11,1351.88 1071.18,1351.88 1073.24,1351.88 \n",
       "  1075.3,1351.88 1077.37,1351.88 1079.43,1351.88 1081.5,1351.88 1083.56,1351.88 1085.62,1351.88 1087.69,1351.88 1089.75,1351.88 1091.82,1351.88 1093.88,1351.88 \n",
       "  1095.94,1351.88 1098.01,1351.88 1100.07,1351.88 1102.13,1351.88 1104.2,1351.88 1106.26,1351.88 1108.33,1351.88 1110.39,1351.88 1112.45,1351.88 1114.52,1351.88 \n",
       "  1116.58,1351.88 1118.64,1351.88 1120.71,1351.88 1122.77,1351.88 1124.84,1351.88 1126.9,1351.88 1128.96,1351.88 1131.03,1351.88 1133.09,1351.88 1135.16,1351.88 \n",
       "  1137.22,1351.88 1139.28,1351.88 1141.35,1351.88 1143.41,1351.88 1145.47,1351.88 1147.54,1351.88 1149.6,1351.88 1151.67,1351.88 1153.73,1351.88 1155.79,1351.88 \n",
       "  1157.86,1351.88 1159.92,1351.88 1161.99,1351.88 1164.05,1351.88 1166.11,1351.88 1168.18,1351.88 1170.24,1351.88 1172.3,1351.88 1174.37,1351.88 1176.43,1351.88 \n",
       "  1178.5,1351.88 1180.56,1351.88 1182.62,1351.88 1184.69,1351.88 1186.75,1351.88 1188.82,1351.88 1190.88,1351.88 1192.94,1351.88 1195.01,1351.88 1197.07,1351.88 \n",
       "  1199.13,1351.88 1201.2,1351.88 1203.26,1351.88 1205.33,1351.88 1207.39,1351.88 1209.45,1351.88 1211.52,1351.88 1213.58,1351.88 1215.65,1351.88 1217.71,1351.88 \n",
       "  1219.77,1351.88 1221.84,1351.88 1223.9,1351.88 1225.96,1351.88 1228.03,1351.88 1230.09,1351.88 1232.16,1351.88 1234.22,1351.88 1236.28,1351.88 1238.35,1351.88 \n",
       "  1240.41,1351.88 1242.47,1351.88 1244.54,1351.88 1246.6,1351.88 1248.67,1351.88 1250.73,1351.88 1252.79,1351.88 1254.86,1351.88 1256.92,1351.88 1258.99,1351.88 \n",
       "  1261.05,1351.88 1263.11,1351.88 1265.18,1321.64 1267.24,1321.64 1269.3,1321.64 1271.37,1321.64 1273.43,1321.64 1275.5,1321.64 1277.56,1321.64 1279.62,1321.64 \n",
       "  1281.69,1321.64 1283.75,1321.64 1285.82,1321.64 1287.88,1321.64 1289.94,1321.64 1292.01,1321.64 1294.07,1321.64 1296.13,1321.64 1298.2,1321.64 1300.26,1321.64 \n",
       "  1302.33,1321.64 1304.39,1321.64 1306.45,1321.64 1308.52,1321.64 1310.58,1321.64 1312.65,1321.64 1314.71,1321.64 1316.77,1321.64 1318.84,1321.64 1320.9,1321.64 \n",
       "  1322.96,1321.64 1325.03,1321.64 1327.09,1321.64 1329.16,1321.64 1331.22,1321.64 1333.28,1321.64 1335.35,1321.64 1337.41,1321.64 1339.48,1321.64 1341.54,1321.64 \n",
       "  1343.6,1321.64 1345.67,1321.64 1347.73,1321.64 1349.79,1321.64 1351.86,1321.64 1353.92,1321.64 1355.99,1321.64 1358.05,1321.64 1360.11,1321.64 1362.18,1321.64 \n",
       "  1364.24,1292.32 1366.3,1292.32 1368.37,1292.32 1370.43,1292.32 1372.5,1292.32 1374.56,1292.32 1376.62,1292.32 1378.69,1292.32 1380.75,1292.32 1382.82,1292.32 \n",
       "  1384.88,1292.32 1386.94,1292.32 1389.01,1292.32 1391.07,1292.32 1393.13,1292.32 1395.2,1292.32 1397.26,1292.32 1399.33,1292.32 1401.39,1292.32 1403.45,1292.32 \n",
       "  1405.52,1292.32 1407.58,1292.32 1409.65,1292.32 1411.71,1267.85 1413.77,1267.85 1415.84,1267.85 1417.9,1267.85 1419.96,1267.85 1422.03,1267.85 1424.09,1267.85 \n",
       "  1426.16,1267.85 1428.22,1267.85 1430.28,1267.85 1432.35,1267.85 1434.41,1267.85 1436.48,1267.85 1438.54,1267.85 1440.6,1267.85 1442.67,1267.85 1444.73,1267.85 \n",
       "  1446.79,1267.85 1448.86,1267.85 1450.92,1267.85 1452.99,1267.85 1455.05,1267.85 1457.11,1267.85 1459.18,1267.85 1461.24,1267.85 1463.31,1267.85 1465.37,1267.85 \n",
       "  1467.43,1267.85 1469.5,1267.85 1471.56,1267.85 1473.62,1267.85 1475.69,1267.85 1477.75,1267.85 1479.82,1267.85 1481.88,1267.85 1483.94,1267.85 1486.01,1267.85 \n",
       "  1488.07,1267.85 1490.14,1267.85 1492.2,1267.85 1494.26,1267.85 1496.33,1267.85 1498.39,1243.23 1500.45,1243.23 1502.52,1243.23 1504.58,1243.23 1506.65,1243.23 \n",
       "  1508.71,1243.23 1510.77,1243.23 1512.84,1243.23 1514.9,1243.23 1516.96,1243.23 1519.03,1243.23 1521.09,1243.23 1523.16,1243.23 1525.22,1243.23 1527.28,1243.23 \n",
       "  1529.35,1243.23 1531.41,1243.23 1533.48,1220.29 1535.54,1220.29 1537.6,1220.29 1539.67,1220.29 1541.73,1220.29 1543.79,1220.29 1545.86,1220.29 1547.92,1220.29 \n",
       "  1549.99,1220.29 1552.05,1220.29 1554.11,1220.29 1556.18,1220.29 1558.24,1220.29 1560.31,1220.29 1562.37,1220.29 1564.43,1220.29 1566.5,1220.29 1568.56,1220.29 \n",
       "  1570.62,1220.29 1572.69,1220.29 1574.75,1220.29 1576.82,1220.29 1578.88,1220.29 1580.94,1220.29 1583.01,1220.29 1585.07,1220.29 1587.14,1220.29 1589.2,1220.29 \n",
       "  1591.26,1201.91 1593.33,1201.91 1595.39,1201.91 1597.45,1201.91 1599.52,1201.91 1601.58,1201.91 1603.65,1201.91 1605.71,1201.91 1607.77,1201.91 1609.84,1201.91 \n",
       "  1611.9,1201.91 1613.97,1201.91 1616.03,1186 1618.09,1186 1620.16,1186 1622.22,1186 1624.28,1186 1626.35,1186 1628.41,1186 1630.48,1186 \n",
       "  1632.54,1186 1634.6,1186 1636.67,1186 1638.73,1186 1640.79,1186 1642.86,1186 1644.92,1186 1646.99,1186 1649.05,1186 1651.11,1186 \n",
       "  1653.18,1186 1655.24,1186 1657.31,1186 1659.37,1186 1661.43,1186 1663.5,1167.21 1665.56,1167.21 1667.62,1167.21 1669.69,1167.21 1671.75,1167.21 \n",
       "  1673.82,1167.21 1675.88,1167.21 1677.94,1167.21 1680.01,1167.21 1682.07,1167.21 1684.14,1167.21 1686.2,1167.21 1688.26,1167.21 1690.33,1167.21 1692.39,1167.21 \n",
       "  1694.45,1167.21 1696.52,1167.21 1698.58,1167.21 1700.65,1167.21 1702.71,1167.21 1704.77,1167.21 1706.84,1148.79 1708.9,1148.79 1710.97,1148.79 1713.03,1148.79 \n",
       "  1715.09,1148.79 1717.16,1148.79 1719.22,1148.79 1721.28,1148.79 1723.35,1148.79 1725.41,1148.79 1727.48,1148.79 1729.54,1148.79 1731.6,1148.79 1733.67,1148.79 \n",
       "  1735.73,1148.79 1737.8,1148.79 1739.86,1148.79 1741.92,1148.79 1743.99,1148.79 1746.05,1148.79 1748.11,1148.79 1750.18,1148.79 1752.24,1148.79 1754.31,1148.79 \n",
       "  1756.37,1148.79 1758.43,1148.79 1760.5,1148.79 1762.56,1148.79 1764.63,1148.79 1766.69,1148.79 1768.75,1148.79 1770.82,1148.79 1772.88,1148.79 1774.94,1148.79 \n",
       "  1777.01,1148.79 1779.07,1148.79 1781.14,1148.79 1783.2,1125.23 1785.26,1125.23 1787.33,1125.23 1789.39,1125.23 1791.45,1125.23 1793.52,1125.23 1795.58,1125.23 \n",
       "  1797.65,1125.23 1799.71,1125.23 1801.77,1125.23 1803.84,1125.23 1805.9,1125.23 1807.97,1125.23 1810.03,1125.23 1812.09,1125.23 1814.16,1125.23 1816.22,1104.77 \n",
       "  1818.28,1104.77 1820.35,1104.77 1822.41,1104.77 1824.48,1104.77 1826.54,1104.77 1828.6,1104.77 1830.67,1104.77 1832.73,1104.77 1834.8,1104.77 1836.86,1104.77 \n",
       "  1838.92,1104.77 1840.99,1104.77 1843.05,1104.77 1845.11,1104.77 1847.18,1104.77 1849.24,1104.77 1851.31,1104.77 1853.37,1104.77 1855.43,1104.77 1857.5,1104.77 \n",
       "  1859.56,1104.77 1861.63,1104.77 1863.69,1104.77 1865.75,1104.77 1867.82,1104.77 1869.88,1104.77 1871.94,1104.77 1874.01,1104.77 1876.07,1104.77 1878.14,1104.77 \n",
       "  1880.2,1104.77 1882.26,1104.77 1884.33,1104.77 1886.39,1104.77 1888.46,1104.77 1890.52,1104.77 1892.58,1104.77 1894.65,1104.77 1896.71,1104.77 1898.77,1104.77 \n",
       "  1900.84,1104.77 1902.9,1104.77 1904.97,1104.77 1907.03,1104.77 1909.09,1104.77 1911.16,1104.77 1913.22,1104.77 1915.28,1084.21 1917.35,1084.21 1919.41,1084.21 \n",
       "  1921.48,1084.21 1923.54,1084.21 1925.6,1084.21 1927.67,1084.21 1929.73,1084.21 1931.8,1068.49 1933.86,1068.49 1935.92,1068.49 1937.99,1068.49 1940.05,1068.49 \n",
       "  1942.11,1068.49 1944.18,1068.49 1946.24,1068.49 1948.31,1054.23 1950.37,1054.23 1952.43,1054.23 1954.5,1054.23 1956.56,1054.23 1958.63,1054.23 1960.69,1054.23 \n",
       "  1962.75,1054.23 1964.82,1054.23 1966.88,1054.23 1968.94,1054.23 1971.01,1054.23 1973.07,1054.23 1975.14,1054.23 1977.2,1054.23 1979.26,1054.23 1981.33,1054.23 \n",
       "  1983.39,1054.23 1985.46,1054.23 1987.52,1054.23 1989.58,1054.23 1991.65,1054.23 1993.71,1054.23 1995.77,1054.23 1997.84,1054.23 1999.9,1031.85 2001.97,1031.85 \n",
       "  2004.03,1031.85 2006.09,1031.85 2008.16,1031.85 2010.22,1031.85 2012.29,1031.85 2014.35,1031.85 2016.41,1031.85 2018.48,1031.85 2020.54,1031.85 2022.6,1031.85 \n",
       "  2024.67,1031.85 2026.73,1031.85 2028.8,1031.85 2030.86,1031.85 2032.92,1031.85 2034.99,1031.85 2037.05,1031.85 2039.11,1031.85 2041.18,1031.85 2043.24,1031.85 \n",
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       "  1694.45,1231.47 1696.52,1231.47 1698.58,1231.47 1700.65,1231.47 1702.71,1231.47 1704.77,1231.47 1706.84,1231.47 1708.9,1231.47 1710.97,1231.47 1713.03,1231.47 \n",
       "  1715.09,1231.47 1717.16,1193.8 1719.22,1193.8 1721.28,1193.8 1723.35,1193.8 1725.41,1193.8 1727.48,1193.8 1729.54,1193.8 1731.6,1193.8 1733.67,1193.8 \n",
       "  1735.73,1193.8 1737.8,1193.8 1739.86,1193.8 1741.92,1193.8 1743.99,1193.8 1746.05,1193.8 1748.11,1193.8 1750.18,1193.8 1752.24,1193.8 1754.31,1193.8 \n",
       "  1756.37,1193.8 1758.43,1193.8 1760.5,1193.8 1762.56,1193.8 1764.63,1193.8 1766.69,1193.8 1768.75,1193.8 1770.82,1193.8 1772.88,1193.8 1774.94,1193.8 \n",
       "  1777.01,1193.8 1779.07,1193.8 1781.14,1193.8 1783.2,1193.8 1785.26,1193.8 1787.33,1193.8 1789.39,1193.8 1791.45,1193.8 1793.52,1193.8 1795.58,1193.8 \n",
       "  1797.65,1193.8 1799.71,1193.8 1801.77,1193.8 1803.84,1193.8 1805.9,1193.8 1807.97,1193.8 1810.03,1193.8 1812.09,1193.8 1814.16,1193.8 1816.22,1193.8 \n",
       "  1818.28,1193.8 1820.35,1193.8 1822.41,1193.8 1824.48,1193.8 1826.54,1193.8 1828.6,1193.8 1830.67,1193.8 1832.73,1193.8 1834.8,1193.8 1836.86,1193.8 \n",
       "  1838.92,1193.8 1840.99,1193.8 1843.05,1193.8 1845.11,1193.8 1847.18,1193.8 1849.24,1193.8 1851.31,1193.8 1853.37,1193.8 1855.43,1193.8 1857.5,1193.8 \n",
       "  1859.56,1193.8 1861.63,1193.8 1863.69,1193.8 1865.75,1193.8 1867.82,1193.8 1869.88,1193.8 1871.94,1193.8 1874.01,1193.8 1876.07,1193.8 1878.14,1193.8 \n",
       "  1880.2,1193.8 1882.26,1193.8 1884.33,1193.8 1886.39,1193.8 1888.46,1193.8 1890.52,1193.8 1892.58,1193.8 1894.65,1151.23 1896.71,1151.23 1898.77,1151.23 \n",
       "  1900.84,1151.23 1902.9,1151.23 1904.97,1151.23 1907.03,1151.23 1909.09,1151.23 1911.16,1151.23 1913.22,1151.23 1915.28,1151.23 1917.35,1151.23 1919.41,1151.23 \n",
       "  1921.48,1151.23 1923.54,1151.23 1925.6,1151.23 1927.67,1151.23 1929.73,1151.23 1931.8,1151.23 1933.86,1151.23 1935.92,1151.23 1937.99,1151.23 1940.05,1151.23 \n",
       "  1942.11,1151.23 1944.18,1151.23 1946.24,1151.23 1948.31,1151.23 1950.37,1151.23 1952.43,1151.23 1954.5,1151.23 1956.56,1151.23 1958.63,1151.23 1960.69,1151.23 \n",
       "  1962.75,1151.23 1964.82,1151.23 1966.88,1151.23 1968.94,1151.23 1971.01,1151.23 1973.07,1151.23 1975.14,1151.23 1977.2,1151.23 1979.26,1151.23 1981.33,1151.23 \n",
       "  1983.39,1151.23 1985.46,1151.23 1987.52,1151.23 1989.58,1151.23 1991.65,1151.23 1993.71,1151.23 1995.77,1151.23 1997.84,1151.23 1999.9,1151.23 2001.97,1151.23 \n",
       "  2004.03,1100.16 2006.09,1100.16 2008.16,1100.16 2010.22,1100.16 2012.29,1100.16 2014.35,1100.16 2016.41,1100.16 2018.48,1100.16 2020.54,1100.16 2022.6,1100.16 \n",
       "  2024.67,1100.16 2026.73,1100.16 2028.8,1100.16 2030.86,1056.82 2032.92,1056.82 2034.99,1056.82 2037.05,1056.82 2039.11,1056.82 2041.18,1056.82 2043.24,1056.82 \n",
       "  2045.31,1056.82 2047.37,1056.82 2049.43,1056.82 2051.5,1056.82 2053.56,1056.82 2055.63,1056.82 2057.69,1056.82 2059.75,1056.82 2061.82,1056.82 2063.88,1056.82 \n",
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       "  2148.5,1056.82 2150.56,1056.82 2152.63,1056.82 2154.69,1056.82 2156.75,1056.82 2158.82,1056.82 2160.88,1056.82 2162.95,1056.82 2165.01,1056.82 2167.07,1056.82 \n",
       "  2169.14,1056.82 2171.2,1056.82 2173.26,1056.82 2175.33,1056.82 2177.39,1056.82 2179.46,1056.82 2181.52,1056.82 2183.58,1056.82 2185.65,1056.82 2187.71,1056.82 \n",
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       "  2272.33,992.982 2274.39,992.982 2276.46,992.982 2278.52,992.982 2280.58,992.982 2282.65,992.982 2284.71,992.982 2286.78,992.982 2288.84,992.982 2290.9,992.982 \n",
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       "  1777.01,1337.96 1779.07,1337.96 1781.14,1337.96 1783.2,1337.96 1785.26,1337.96 1787.33,1337.96 1789.39,1337.96 1791.45,1337.96 1793.52,1337.96 1795.58,1337.96 \n",
       "  1797.65,1337.96 1799.71,1337.96 1801.77,1337.96 1803.84,1337.96 1805.9,1337.96 1807.97,1337.96 1810.03,1337.96 1812.09,1337.96 1814.16,1337.96 1816.22,1337.96 \n",
       "  1818.28,1337.96 1820.35,1337.96 1822.41,1337.96 1824.48,1337.96 1826.54,1337.96 1828.6,1337.96 1830.67,1337.96 1832.73,1337.96 1834.8,1337.96 1836.86,1337.96 \n",
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       "  1859.56,1337.96 1861.63,1337.96 1863.69,1337.96 1865.75,1337.96 1867.82,1337.96 1869.88,1337.96 1871.94,1337.96 1874.01,1337.96 1876.07,1337.96 1878.14,1337.96 \n",
       "  1880.2,1337.96 1882.26,1337.96 1884.33,1337.96 1886.39,1337.96 1888.46,1337.96 1890.52,1337.96 1892.58,1337.96 1894.65,1337.96 1896.71,1337.96 1898.77,1337.96 \n",
       "  1900.84,1337.96 1902.9,1337.96 1904.97,1337.96 1907.03,1337.96 1909.09,1337.96 1911.16,1337.96 1913.22,1337.96 1915.28,1337.96 1917.35,1337.96 1919.41,1337.96 \n",
       "  1921.48,1337.96 1923.54,1337.96 1925.6,1337.96 1927.67,1337.96 1929.73,1337.96 1931.8,1337.96 1933.86,1337.96 1935.92,1337.96 1937.99,1337.96 1940.05,1337.96 \n",
       "  1942.11,1337.96 1944.18,1337.96 1946.24,1337.96 1948.31,1337.96 1950.37,1337.96 1952.43,1337.96 1954.5,1337.96 1956.56,1337.96 1958.63,1337.96 1960.69,1337.96 \n",
       "  1962.75,1337.96 1964.82,1337.96 1966.88,1337.96 1968.94,1337.96 1971.01,1337.96 1973.07,1337.96 1975.14,1337.96 1977.2,1337.96 1979.26,1337.96 1981.33,1337.96 \n",
       "  1983.39,1337.96 1985.46,1247.26 1987.52,1247.26 1989.58,1247.26 1991.65,1175.74 1993.71,1175.74 1995.77,1175.74 1997.84,1175.74 1999.9,1175.74 2001.97,1175.74 \n",
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       "  1054.67,1384.7 1056.73,1384.7 1058.79,1384.7 1060.86,1384.7 1062.92,1384.7 1064.99,1384.7 1067.05,1384.7 1069.11,1384.7 1071.18,1384.7 1073.24,1384.7 \n",
       "  1075.3,1384.7 1077.37,1384.7 1079.43,1384.7 1081.5,1384.7 1083.56,1384.7 1085.62,1384.7 1087.69,1384.7 1089.75,1384.7 1091.82,1384.7 1093.88,1384.7 \n",
       "  1095.94,1384.7 1098.01,1384.7 1100.07,1384.7 1102.13,1384.7 1104.2,1384.7 1106.26,1384.7 1108.33,1384.7 1110.39,1384.7 1112.45,1384.7 1114.52,1384.7 \n",
       "  1116.58,1384.7 1118.64,1384.7 1120.71,1384.7 1122.77,1384.7 1124.84,1384.7 1126.9,1384.7 1128.96,1384.7 1131.03,1384.7 1133.09,1353.78 1135.16,1353.78 \n",
       "  1137.22,1353.78 1139.28,1353.78 1141.35,1353.78 1143.41,1353.78 1145.47,1353.78 1147.54,1353.78 1149.6,1353.78 1151.67,1353.78 1153.73,1353.78 1155.79,1353.78 \n",
       "  1157.86,1353.78 1159.92,1353.78 1161.99,1353.78 1164.05,1353.78 1166.11,1353.78 1168.18,1353.78 1170.24,1353.78 1172.3,1353.78 1174.37,1353.78 1176.43,1353.78 \n",
       "  1178.5,1353.78 1180.56,1353.78 1182.62,1353.78 1184.69,1353.78 1186.75,1353.78 1188.82,1353.78 1190.88,1353.78 1192.94,1353.78 1195.01,1353.78 1197.07,1353.78 \n",
       "  1199.13,1353.78 1201.2,1353.78 1203.26,1353.78 1205.33,1353.78 1207.39,1353.78 1209.45,1353.78 1211.52,1353.78 1213.58,1353.78 1215.65,1353.78 1217.71,1353.78 \n",
       "  1219.77,1353.78 1221.84,1353.78 1223.9,1353.78 1225.96,1353.78 1228.03,1353.78 1230.09,1353.78 1232.16,1353.78 1234.22,1353.78 1236.28,1353.78 1238.35,1353.78 \n",
       "  1240.41,1353.78 1242.47,1353.78 1244.54,1353.78 1246.6,1353.78 1248.67,1353.78 1250.73,1353.78 1252.79,1353.78 1254.86,1353.78 1256.92,1353.78 1258.99,1353.78 \n",
       "  1261.05,1353.78 1263.11,1353.78 1265.18,1353.78 1267.24,1353.78 1269.3,1353.78 1271.37,1353.78 1273.43,1353.78 1275.5,1353.78 1277.56,1353.78 1279.62,1353.78 \n",
       "  1281.69,1353.78 1283.75,1353.78 1285.82,1353.78 1287.88,1353.78 1289.94,1353.78 1292.01,1353.78 1294.07,1353.78 1296.13,1353.78 1298.2,1353.78 1300.26,1353.78 \n",
       "  1302.33,1353.78 1304.39,1353.78 1306.45,1353.78 1308.52,1353.78 1310.58,1353.78 1312.65,1353.78 1314.71,1353.78 1316.77,1353.78 1318.84,1353.78 1320.9,1353.78 \n",
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       "  1549.99,1247.58 1552.05,1247.58 1554.11,1247.58 1556.18,1247.58 1558.24,1247.58 1560.31,1247.58 1562.37,1247.58 1564.43,1247.58 1566.5,1247.58 1568.56,1247.58 \n",
       "  1570.62,1247.58 1572.69,1247.58 1574.75,1247.58 1576.82,1247.58 1578.88,1247.58 1580.94,1247.58 1583.01,1247.58 1585.07,1247.58 1587.14,1247.58 1589.2,1247.58 \n",
       "  1591.26,1247.58 1593.33,1247.58 1595.39,1247.58 1597.45,1247.58 1599.52,1247.58 1601.58,1247.58 1603.65,1247.58 1605.71,1247.58 1607.77,1247.58 1609.84,1247.58 \n",
       "  1611.9,1247.58 1613.97,1247.58 1616.03,1247.58 1618.09,1247.58 1620.16,1247.58 1622.22,1247.58 1624.28,1247.58 1626.35,1247.58 1628.41,1247.58 1630.48,1247.58 \n",
       "  1632.54,1247.58 1634.6,1247.58 1636.67,1217.79 1638.73,1217.79 1640.79,1217.79 1642.86,1217.79 1644.92,1217.79 1646.99,1217.79 1649.05,1217.79 1651.11,1217.79 \n",
       "  1653.18,1217.79 1655.24,1217.79 1657.31,1217.79 1659.37,1217.79 1661.43,1217.79 1663.5,1217.79 1665.56,1217.79 1667.62,1217.79 1669.69,1217.79 1671.75,1217.79 \n",
       "  1673.82,1217.79 1675.88,1217.79 1677.94,1217.79 1680.01,1217.79 1682.07,1217.79 1684.14,1217.79 1686.2,1217.79 1688.26,1217.79 1690.33,1217.79 1692.39,1217.79 \n",
       "  1694.45,1217.79 1696.52,1217.79 1698.58,1217.79 1700.65,1217.79 1702.71,1217.79 1704.77,1217.79 1706.84,1217.79 1708.9,1217.79 1710.97,1217.79 1713.03,1217.79 \n",
       "  1715.09,1217.79 1717.16,1217.79 1719.22,1217.79 1721.28,1217.79 1723.35,1217.79 1725.41,1217.79 1727.48,1217.79 1729.54,1217.79 1731.6,1217.79 1733.67,1217.79 \n",
       "  1735.73,1181.36 1737.8,1181.36 1739.86,1181.36 1741.92,1181.36 1743.99,1181.36 1746.05,1181.36 1748.11,1181.36 1750.18,1181.36 1752.24,1181.36 1754.31,1181.36 \n",
       "  1756.37,1181.36 1758.43,1181.36 1760.5,1181.36 1762.56,1181.36 1764.63,1181.36 1766.69,1181.36 1768.75,1181.36 1770.82,1181.36 1772.88,1181.36 1774.94,1181.36 \n",
       "  1777.01,1181.36 1779.07,1181.36 1781.14,1181.36 1783.2,1181.36 1785.26,1181.36 1787.33,1181.36 1789.39,1147.51 1791.45,1147.51 1793.52,1147.51 1795.58,1147.51 \n",
       "  1797.65,1147.51 1799.71,1147.51 1801.77,1147.51 1803.84,1147.51 1805.9,1147.51 1807.97,1147.51 1810.03,1147.51 1812.09,1147.51 1814.16,1147.51 1816.22,1147.51 \n",
       "  1818.28,1147.51 1820.35,1147.51 1822.41,1147.51 1824.48,1147.51 1826.54,1147.51 1828.6,1147.51 1830.67,1147.51 1832.73,1147.51 1834.8,1147.51 1836.86,1147.51 \n",
       "  1838.92,1147.51 1840.99,1147.51 1843.05,1147.51 1845.11,1147.51 1847.18,1147.51 1849.24,1147.51 1851.31,1147.51 1853.37,1147.51 1855.43,1147.51 1857.5,1147.51 \n",
       "  1859.56,1147.51 1861.63,1147.51 1863.69,1147.51 1865.75,1147.51 1867.82,1147.51 1869.88,1147.51 1871.94,1147.51 1874.01,1147.51 1876.07,1147.51 1878.14,1147.51 \n",
       "  1880.2,1147.51 1882.26,1147.51 1884.33,1147.51 1886.39,1147.51 1888.46,1147.51 1890.52,1147.51 1892.58,1147.51 1894.65,1147.51 1896.71,1147.51 1898.77,1147.51 \n",
       "  1900.84,1147.51 1902.9,1147.51 1904.97,1147.51 1907.03,1147.51 1909.09,1147.51 1911.16,1147.51 1913.22,1147.51 1915.28,1147.51 1917.35,1147.51 1919.41,1147.51 \n",
       "  1921.48,1147.51 1923.54,1147.51 1925.6,1147.51 1927.67,1147.51 1929.73,1147.51 1931.8,1147.51 1933.86,1147.51 1935.92,1147.51 1937.99,1147.51 1940.05,1147.51 \n",
       "  1942.11,1147.51 1944.18,1147.51 1946.24,1147.51 1948.31,1147.51 1950.37,1147.51 1952.43,1147.51 1954.5,1147.51 1956.56,1147.51 1958.63,1147.51 1960.69,1147.51 \n",
       "  1962.75,1147.51 1964.82,1147.51 1966.88,1147.51 1968.94,1147.51 1971.01,1147.51 1973.07,1147.51 1975.14,1147.51 1977.2,1147.51 1979.26,1147.51 1981.33,1147.51 \n",
       "  1983.39,1147.51 1985.46,1147.51 1987.52,1147.51 1989.58,1147.51 1991.65,1147.51 1993.71,1147.51 1995.77,1147.51 1997.84,1147.51 1999.9,1147.51 2001.97,1147.51 \n",
       "  2004.03,1147.51 2006.09,1147.51 2008.16,1147.51 2010.22,1147.51 2012.29,1147.51 2014.35,1147.51 2016.41,1094.55 2018.48,1094.55 2020.54,1094.55 2022.6,1094.55 \n",
       "  2024.67,1094.55 2026.73,1094.55 2028.8,1094.55 2030.86,1094.55 2032.92,1094.55 2034.99,1094.55 2037.05,1094.55 2039.11,1094.55 2041.18,1094.55 2043.24,1094.55 \n",
       "  2045.31,1094.55 2047.37,1094.55 2049.43,1094.55 2051.5,1094.55 2053.56,1094.55 2055.63,1094.55 2057.69,1094.55 2059.75,1094.55 2061.82,1094.55 2063.88,1094.55 \n",
       "  2065.94,1094.55 2068.01,1094.55 2070.07,1094.55 2072.14,1094.55 2074.2,1094.55 2076.26,1094.55 2078.33,1094.55 2080.39,1094.55 2082.46,1094.55 2084.52,1094.55 \n",
       "  2086.58,1094.55 2088.65,1094.55 2090.71,1094.55 2092.77,1094.55 2094.84,1094.55 2096.9,1094.55 2098.97,1094.55 2101.03,1094.55 2103.09,1094.55 2105.16,1094.55 \n",
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       "  2127.86,1094.55 2129.92,1094.55 2131.99,1094.55 2134.05,1094.55 2136.12,1094.55 2138.18,1094.55 2140.24,1094.55 2142.31,1094.55 2144.37,1094.55 2146.43,1094.55 \n",
       "  2148.5,1094.55 2150.56,1094.55 2152.63,1094.55 2154.69,1094.55 2156.75,1094.55 2158.82,1094.55 2160.88,1094.55 2162.95,1094.55 2165.01,1094.55 2167.07,1094.55 \n",
       "  2169.14,1094.55 2171.2,1094.55 2173.26,1094.55 2175.33,1094.55 2177.39,1094.55 2179.46,1094.55 2181.52,1094.55 2183.58,1094.55 2185.65,1094.55 2187.71,1094.55 \n",
       "  2189.77,1094.55 2191.84,1094.55 2193.9,1094.55 2195.97,1094.55 2198.03,1094.55 2200.09,1094.55 2202.16,1094.55 2204.22,1094.55 2206.29,1094.55 2208.35,1094.55 \n",
       "  2210.41,1094.55 2212.48,1094.55 2214.54,1094.55 2216.6,1094.55 2218.67,1094.55 2220.73,1094.55 2222.8,1094.55 2224.86,1094.55 2226.92,1094.55 2228.99,1094.55 \n",
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       "  2251.69,1094.55 2253.75,1094.55 2255.82,1094.55 2257.88,1094.55 2259.95,1094.55 2262.01,1094.55 2264.07,1094.55 2266.14,1094.55 2268.2,1094.55 2270.26,1094.55 \n",
       "  2272.33,1094.55 2274.39,1094.55 2276.46,1094.55 2278.52,1094.55 2280.58,1094.55 2282.65,1094.55 2284.71,1094.55 2286.78,1094.55 2288.84,1094.55 2290.9,1094.55 \n",
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       "  600.622,1399.92 602.686,1399.92 604.75,1399.92 606.814,1399.92 608.878,1399.92 610.942,1399.92 613.005,1399.92 615.069,1399.92 617.133,1399.92 619.197,1399.92 \n",
       "  621.261,1399.92 623.325,1399.92 625.388,1399.92 627.452,1399.92 629.516,1399.92 631.58,1399.92 633.644,1399.92 635.708,1399.92 637.771,1399.92 639.835,1399.92 \n",
       "  641.899,1399.92 643.963,1399.92 646.027,1399.92 648.091,1399.92 650.154,1399.92 652.218,1399.92 654.282,1399.92 656.346,1399.92 658.41,1399.92 660.474,1399.92 \n",
       "  662.537,1399.92 664.601,1399.92 666.665,1399.92 668.729,1399.92 670.793,1399.92 672.857,1399.92 674.92,1399.92 676.984,1399.92 679.048,1399.92 681.112,1399.92 \n",
       "  683.176,1399.92 685.24,1399.92 687.303,1399.92 689.367,1399.92 691.431,1399.92 693.495,1399.92 695.559,1399.92 697.623,1399.92 699.686,1399.92 701.75,1399.92 \n",
       "  703.814,1399.92 705.878,1399.92 707.942,1399.92 710.006,1399.92 712.07,1399.92 714.133,1399.92 716.197,1400.16 718.261,1400.16 720.325,1400.16 722.389,1400.16 \n",
       "  724.453,1400.16 726.516,1400.16 728.58,1400.16 730.644,1400.16 732.708,1400.16 734.772,1400.16 736.836,1400.16 738.899,1400.16 740.963,1400.16 743.027,1400.16 \n",
       "  745.091,1400.16 747.155,1400.16 749.219,1400.44 751.282,1400.44 753.346,1400.44 755.41,1400.44 757.474,1400.44 759.538,1400.44 761.602,1400.44 763.665,1400.44 \n",
       "  765.729,1400.44 767.793,1400.44 769.857,1400.44 771.921,1400.44 773.985,1400.44 776.048,1400.44 778.112,1400.44 780.176,1400.44 782.24,1400.44 784.304,1400.44 \n",
       "  786.368,1400.44 788.431,1400.44 790.495,1400.44 792.559,1400.73 794.623,1400.73 796.687,1400.73 798.751,1400.73 800.814,1400.73 802.878,1400.73 804.942,1400.73 \n",
       "  807.006,1400.73 809.07,1400.73 811.134,1400.73 813.197,1400.73 815.261,1400.73 817.325,1400.73 819.389,1400.73 821.453,1400.73 823.517,1400.73 825.58,1400.73 \n",
       "  827.644,1400.73 829.708,1400.73 831.772,1400.73 833.836,1400.73 835.9,1400.73 837.963,1400.73 840.027,1400.73 842.091,1400.73 844.155,1400.73 846.219,1400.73 \n",
       "  848.283,1400.73 850.346,1400.73 852.41,1400.73 854.474,1400.73 856.538,1400.73 858.602,1400.73 860.666,1400.73 862.729,1400.73 864.793,1400.73 866.857,1400.73 \n",
       "  868.921,1400.73 870.985,1400.73 873.049,1400.73 875.112,1400.73 877.176,1400.73 879.24,1400.73 881.304,1400.73 883.368,1400.73 885.432,1400.73 887.495,1400.73 \n",
       "  889.559,1400.73 891.623,1400.73 893.687,1400.73 895.751,1400.73 897.815,1400.73 899.878,1400.73 901.942,1400.73 904.006,1400.73 906.07,1400.73 908.134,1400.73 \n",
       "  910.198,1400.73 912.261,1400.73 914.325,1400.73 916.389,1400.73 918.453,1400.73 920.517,1400.73 922.581,1400.73 924.644,1400.73 926.708,1400.73 928.772,1400.73 \n",
       "  930.836,1400.73 932.9,1400.73 934.964,1400.73 937.027,1400.73 939.091,1400.73 941.155,1400.73 943.219,1400.73 945.283,1400.73 947.347,1400.73 949.41,1400.73 \n",
       "  951.474,1400.73 953.538,1400.73 955.602,1400.73 957.666,1400.73 959.73,1400.73 961.793,1400.73 963.857,1400.73 965.921,1400.73 967.985,1400.73 970.049,1400.73 \n",
       "  972.113,1400.73 974.176,1400.73 976.24,1400.73 978.304,1400.73 980.368,1400.73 982.432,1400.73 984.496,1400.73 986.559,1400.73 988.623,1400.73 990.687,1400.73 \n",
       "  992.751,1400.73 994.815,1400.73 996.879,1400.73 998.942,1400.73 1001.01,1400.73 1003.07,1400.73 1005.13,1400.73 1007.2,1400.73 1009.26,1400.73 1011.33,1400.73 \n",
       "  1013.39,1400.73 1015.45,1400.73 1017.52,1400.73 1019.58,1400.73 1021.64,1400.73 1023.71,1400.73 1025.77,1400.73 1027.84,1400.73 1029.9,1400.73 1031.96,1400.73 \n",
       "  1034.03,1400.73 1036.09,1400.73 1038.16,1400.73 1040.22,1400.73 1042.28,1400.73 1044.35,1401.18 1046.41,1401.18 1048.47,1401.18 1050.54,1401.18 1052.6,1401.18 \n",
       "  1054.67,1401.18 1056.73,1401.18 1058.79,1401.18 1060.86,1401.18 1062.92,1401.18 1064.99,1401.18 1067.05,1401.18 1069.11,1401.18 1071.18,1401.18 1073.24,1401.18 \n",
       "  1075.3,1401.18 1077.37,1401.18 1079.43,1401.18 1081.5,1401.18 1083.56,1401.18 1085.62,1401.18 1087.69,1401.18 1089.75,1401.18 1091.82,1401.18 1093.88,1401.18 \n",
       "  1095.94,1401.18 1098.01,1401.18 1100.07,1401.18 1102.13,1401.18 1104.2,1401.18 1106.26,1401.18 1108.33,1401.18 1110.39,1401.18 1112.45,1401.18 1114.52,1401.18 \n",
       "  1116.58,1401.65 1118.64,1401.65 1120.71,1401.65 1122.77,1401.65 1124.84,1401.65 1126.9,1401.65 1128.96,1401.65 1131.03,1401.65 1133.09,1401.65 1135.16,1402.14 \n",
       "  1137.22,1402.63 1139.28,1402.63 1141.35,1402.63 1143.41,1402.63 1145.47,1402.63 1147.54,1402.63 1149.6,1402.63 1151.67,1402.63 1153.73,1402.63 1155.79,1402.63 \n",
       "  1157.86,1402.63 1159.92,1402.63 1161.99,1402.63 1164.05,1402.63 1166.11,1402.63 1168.18,1402.63 1170.24,1402.63 1172.3,1402.63 1174.37,1402.63 1176.43,1402.63 \n",
       "  1178.5,1402.63 1180.56,1402.63 1182.62,1402.63 1184.69,1402.63 1186.75,1402.63 1188.82,1402.63 1190.88,1402.63 1192.94,1402.63 1195.01,1402.63 1197.07,1402.63 \n",
       "  1199.13,1402.63 1201.2,1402.63 1203.26,1402.63 1205.33,1402.63 1207.39,1402.63 1209.45,1402.63 1211.52,1402.63 1213.58,1402.63 1215.65,1402.63 1217.71,1402.63 \n",
       "  1219.77,1402.63 1221.84,1402.63 1223.9,1402.63 1225.96,1402.63 1228.03,1402.63 1230.09,1402.63 1232.16,1402.63 1234.22,1402.63 1236.28,1402.63 1238.35,1402.63 \n",
       "  1240.41,1402.63 1242.47,1402.63 1244.54,1402.63 1246.6,1402.63 1248.67,1402.63 1250.73,1402.63 1252.79,1402.63 1254.86,1402.63 1256.92,1402.63 1258.99,1402.63 \n",
       "  1261.05,1402.63 1263.11,1402.63 1265.18,1402.63 1267.24,1402.63 1269.3,1402.63 1271.37,1402.63 1273.43,1402.63 1275.5,1402.63 1277.56,1402.63 1279.62,1402.63 \n",
       "  1281.69,1402.63 1283.75,1402.63 1285.82,1402.63 1287.88,1402.63 1289.94,1403.24 1292.01,1403.24 1294.07,1403.24 1296.13,1403.24 1298.2,1403.24 1300.26,1403.24 \n",
       "  1302.33,1403.24 1304.39,1403.24 1306.45,1403.24 1308.52,1403.24 1310.58,1403.24 1312.65,1403.24 1314.71,1403.24 1316.77,1403.24 1318.84,1403.24 1320.9,1403.24 \n",
       "  1322.96,1403.24 1325.03,1403.24 1327.09,1403.24 1329.16,1403.24 1331.22,1403.24 1333.28,1403.24 1335.35,1403.24 1337.41,1403.24 1339.48,1403.24 1341.54,1403.24 \n",
       "  1343.6,1403.24 1345.67,1403.24 1347.73,1403.24 1349.79,1403.24 1351.86,1403.24 1353.92,1403.24 1355.99,1403.24 1358.05,1403.24 1360.11,1403.24 1362.18,1403.24 \n",
       "  1364.24,1403.24 1366.3,1403.24 1368.37,1403.24 1370.43,1403.24 1372.5,1403.24 1374.56,1403.24 1376.62,1403.24 1378.69,1403.24 1380.75,1403.24 1382.82,1403.24 \n",
       "  1384.88,1403.24 1386.94,1403.24 1389.01,1403.24 1391.07,1403.24 1393.13,1403.24 1395.2,1403.24 1397.26,1403.24 1399.33,1403.24 1401.39,1403.24 1403.45,1403.24 \n",
       "  1405.52,1403.24 1407.58,1403.24 1409.65,1403.24 1411.71,1403.24 1413.77,1403.24 1415.84,1403.24 1417.9,1403.24 1419.96,1403.24 1422.03,1403.24 1424.09,1403.24 \n",
       "  1426.16,1403.24 1428.22,1403.24 1430.28,1403.24 1432.35,1403.24 1434.41,1403.24 1436.48,1403.24 1438.54,1403.24 1440.6,1403.24 1442.67,1403.24 1444.73,1403.24 \n",
       "  1446.79,1403.24 1448.86,1403.24 1450.92,1403.24 1452.99,1403.24 1455.05,1403.24 1457.11,1403.24 1459.18,1403.24 1461.24,1403.24 1463.31,1403.24 1465.37,1403.24 \n",
       "  1467.43,1403.24 1469.5,1403.24 1471.56,1403.24 1473.62,1403.24 1475.69,1403.24 1477.75,1403.24 1479.82,1403.24 1481.88,1403.24 1483.94,1403.24 1486.01,1403.24 \n",
       "  1488.07,1403.24 1490.14,1403.24 1492.2,1403.24 1494.26,1403.24 1496.33,1403.24 1498.39,1403.24 1500.45,1403.24 1502.52,1403.24 1504.58,1403.24 1506.65,1403.24 \n",
       "  1508.71,1403.24 1510.77,1403.24 1512.84,1403.24 1514.9,1403.24 1516.96,1403.24 1519.03,1403.24 1521.09,1403.24 1523.16,1403.24 1525.22,1403.24 1527.28,1403.24 \n",
       "  1529.35,1403.24 1531.41,1403.24 1533.48,1403.24 1535.54,1404.06 1537.6,1404.86 1539.67,1404.86 1541.73,1404.86 1543.79,1404.86 1545.86,1404.86 1547.92,1404.86 \n",
       "  1549.99,1404.86 1552.05,1404.86 1554.11,1404.86 1556.18,1404.86 1558.24,1404.86 1560.31,1404.86 1562.37,1404.86 1564.43,1404.86 1566.5,1405.68 1568.56,1405.68 \n",
       "  1570.62,1405.68 1572.69,1405.68 1574.75,1405.68 1576.82,1405.68 1578.88,1405.68 1580.94,1405.68 1583.01,1405.68 1585.07,1405.68 1587.14,1405.68 1589.2,1405.68 \n",
       "  1591.26,1405.68 1593.33,1405.68 1595.39,1405.68 1597.45,1405.68 1599.52,1405.68 1601.58,1405.68 1603.65,1405.68 1605.71,1406.53 1607.77,1407.38 1609.84,1407.38 \n",
       "  1611.9,1407.38 1613.97,1407.38 1616.03,1407.38 1618.09,1407.38 1620.16,1407.38 1622.22,1407.38 1624.28,1407.38 1626.35,1407.38 1628.41,1407.38 1630.48,1407.38 \n",
       "  1632.54,1407.38 1634.6,1407.38 1636.67,1407.38 1638.73,1407.38 1640.79,1407.38 1642.86,1407.38 1644.92,1407.38 1646.99,1408.28 1649.05,1408.28 1651.11,1408.28 \n",
       "  1653.18,1408.28 1655.24,1408.28 1657.31,1408.28 1659.37,1408.28 1661.43,1408.28 1663.5,1408.28 1665.56,1408.28 1667.62,1408.28 1669.69,1408.28 1671.75,1408.28 \n",
       "  1673.82,1408.28 1675.88,1408.28 1677.94,1408.28 1680.01,1408.28 1682.07,1408.28 1684.14,1408.28 1686.2,1408.28 1688.26,1408.28 1690.33,1408.28 1692.39,1408.28 \n",
       "  1694.45,1408.28 1696.52,1408.28 1698.58,1408.28 1700.65,1408.28 1702.71,1408.28 1704.77,1408.28 1706.84,1408.28 1708.9,1408.28 1710.97,1408.28 1713.03,1408.28 \n",
       "  1715.09,1408.28 1717.16,1408.28 1719.22,1408.28 1721.28,1408.28 1723.35,1408.28 1725.41,1408.28 1727.48,1408.28 1729.54,1408.28 1731.6,1408.28 1733.67,1408.28 \n",
       "  1735.73,1408.28 1737.8,1408.28 1739.86,1408.28 1741.92,1408.28 1743.99,1408.28 1746.05,1408.28 1748.11,1408.28 1750.18,1408.28 1752.24,1408.28 1754.31,1408.28 \n",
       "  1756.37,1408.28 1758.43,1408.28 1760.5,1408.28 1762.56,1408.28 1764.63,1408.28 1766.69,1408.28 1768.75,1408.28 1770.82,1408.28 1772.88,1408.28 1774.94,1408.28 \n",
       "  1777.01,1408.28 1779.07,1408.28 1781.14,1408.28 1783.2,1408.28 1785.26,1409.37 1787.33,1409.37 1789.39,1409.37 1791.45,1409.37 1793.52,1409.37 1795.58,1409.37 \n",
       "  1797.65,1409.37 1799.71,1409.37 1801.77,1409.37 1803.84,1409.37 1805.9,1409.37 1807.97,1409.37 1810.03,1409.37 1812.09,1409.37 1814.16,1409.37 1816.22,1409.37 \n",
       "  1818.28,1409.37 1820.35,1409.37 1822.41,1409.37 1824.48,1409.37 1826.54,1409.37 1828.6,1409.37 1830.67,1409.37 1832.73,1409.37 1834.8,1409.37 1836.86,1409.37 \n",
       "  1838.92,1409.37 1840.99,1410.52 1843.05,1410.52 1845.11,1410.52 1847.18,1410.52 1849.24,1410.52 1851.31,1410.52 1853.37,1410.52 1855.43,1410.52 1857.5,1410.52 \n",
       "  1859.56,1410.52 1861.63,1410.52 1863.69,1410.52 1865.75,1410.52 1867.82,1410.52 1869.88,1410.52 1871.94,1410.52 1874.01,1410.52 1876.07,1410.52 1878.14,1410.52 \n",
       "  1880.2,1410.52 1882.26,1410.52 1884.33,1410.52 1886.39,1410.52 1888.46,1410.52 1890.52,1410.52 1892.58,1410.52 1894.65,1410.52 1896.71,1410.52 1898.77,1410.52 \n",
       "  1900.84,1410.52 1902.9,1410.52 1904.97,1410.52 1907.03,1410.52 1909.09,1410.52 1911.16,1410.52 1913.22,1410.52 1915.28,1410.52 1917.35,1411.7 1919.41,1411.7 \n",
       "  1921.48,1411.7 1923.54,1411.7 1925.6,1411.7 1927.67,1411.7 1929.73,1411.7 1931.8,1411.7 1933.86,1411.7 1935.92,1411.7 1937.99,1411.7 1940.05,1411.7 \n",
       "  1942.11,1411.7 1944.18,1411.7 1946.24,1411.7 1948.31,1411.7 1950.37,1411.7 1952.43,1411.7 1954.5,1411.7 1956.56,1411.7 1958.63,1411.7 1960.69,1411.7 \n",
       "  1962.75,1411.7 1964.82,1411.7 1966.88,1411.7 1968.94,1411.7 1971.01,1411.7 1973.07,1411.7 1975.14,1411.7 1977.2,1411.7 1979.26,1411.7 1981.33,1411.7 \n",
       "  1983.39,1411.7 1985.46,1411.7 1987.52,1411.7 1989.58,1411.7 1991.65,1411.7 1993.71,1411.7 1995.77,1411.7 1997.84,1411.7 1999.9,1411.7 2001.97,1411.7 \n",
       "  2004.03,1411.7 2006.09,1413.09 2008.16,1413.09 2010.22,1413.09 2012.29,1413.09 2014.35,1413.09 2016.41,1413.09 2018.48,1413.09 2020.54,1413.09 2022.6,1413.09 \n",
       "  2024.67,1413.09 2026.73,1413.09 2028.8,1413.09 2030.86,1413.09 2032.92,1413.09 2034.99,1413.09 2037.05,1413.09 2039.11,1413.09 2041.18,1413.09 2043.24,1413.09 \n",
       "  2045.31,1413.09 2047.37,1413.09 2049.43,1413.09 2051.5,1413.09 2053.56,1413.09 2055.63,1413.09 2057.69,1413.09 2059.75,1413.09 2061.82,1413.09 2063.88,1413.09 \n",
       "  2065.94,1413.09 2068.01,1413.09 2070.07,1413.09 2072.14,1413.09 2074.2,1413.09 2076.26,1414.62 2078.33,1414.62 2080.39,1414.62 2082.46,1414.62 2084.52,1414.62 \n",
       "  2086.58,1414.62 2088.65,1414.62 2090.71,1414.62 2092.77,1414.62 2094.84,1414.62 2096.9,1414.62 2098.97,1414.62 2101.03,1414.62 2103.09,1414.62 2105.16,1414.62 \n",
       "  2107.22,1414.62 2109.29,1414.62 2111.35,1414.62 2113.41,1414.62 2115.48,1414.62 2117.54,1414.62 2119.6,1414.62 2121.67,1414.62 2123.73,1414.62 2125.8,1414.62 \n",
       "  2127.86,1414.62 2129.92,1414.62 2131.99,1414.62 2134.05,1414.62 2136.12,1414.62 2138.18,1414.62 2140.24,1414.62 2142.31,1414.62 2144.37,1414.62 2146.43,1414.62 \n",
       "  2148.5,1414.62 2150.56,1414.62 2152.63,1414.62 2154.69,1414.62 2156.75,1414.62 2158.82,1414.62 2160.88,1414.62 2162.95,1414.62 2165.01,1414.62 2167.07,1414.62 \n",
       "  2169.14,1414.62 2171.2,1414.62 2173.26,1414.62 2175.33,1414.62 2177.39,1414.62 2179.46,1414.62 2181.52,1414.62 2183.58,1414.62 2185.65,1414.62 2187.71,1414.62 \n",
       "  2189.77,1414.62 2191.84,1414.62 2193.9,1414.62 2195.97,1414.62 2198.03,1414.62 2200.09,1414.62 2202.16,1414.62 2204.22,1414.62 2206.29,1414.62 2208.35,1414.62 \n",
       "  2210.41,1414.62 2212.48,1414.62 2214.54,1414.62 2216.6,1414.62 2218.67,1414.62 2220.73,1414.62 2222.8,1414.62 2224.86,1414.62 2226.92,1414.62 2228.99,1414.62 \n",
       "  2231.05,1414.62 2233.12,1414.62 2235.18,1414.62 2237.24,1414.62 2239.31,1414.62 2241.37,1414.62 2243.43,1414.62 2245.5,1414.62 2247.56,1414.62 2249.63,1414.62 \n",
       "  2251.69,1414.62 2253.75,1414.62 2255.82,1414.62 2257.88,1414.62 2259.95,1414.62 2262.01,1414.62 2264.07,1414.62 2266.14,1414.62 2268.2,1414.62 2270.26,1414.62 \n",
       "  2272.33,1414.62 2274.39,1414.62 2276.46,1414.62 2278.52,1414.62 2280.58,1414.62 2282.65,1414.62 2284.71,1414.62 2286.78,1414.62 2288.84,1414.62 2290.9,1414.62 \n",
       "  \n",
       "  \"/>\n",
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       "  229.132,1446.71 231.196,1446.71 233.26,1446.71 235.324,1446.71 237.388,1446.71 239.451,1446.71 241.515,1446.71 243.579,1446.71 245.643,1446.71 247.707,1446.71 \n",
       "  249.771,1446.71 251.834,1443.42 253.898,1443.42 255.962,1443.42 258.026,1443.42 260.09,1439.9 262.154,1439.9 264.217,1439.9 266.281,1439.9 268.345,1436.14 \n",
       "  270.409,1436.14 272.473,1433.18 274.537,1433.18 276.6,1433.18 278.664,1433.18 280.728,1428.96 282.792,1428.96 284.856,1428.96 286.92,1428.96 288.983,1428.96 \n",
       "  291.047,1428.96 293.111,1428.96 295.175,1425.43 297.239,1425.43 299.303,1420.68 301.366,1420.84 303.43,1420.84 305.494,1420.84 307.558,1420.84 309.622,1420.84 \n",
       "  311.686,1416.96 313.749,1417.13 315.813,1417.13 317.877,1417.13 319.941,1417.13 322.005,1413.79 324.069,1413.79 326.132,1410.14 328.196,1410.14 330.26,1410.14 \n",
       "  332.324,1410.14 334.388,1410.14 336.452,1410.14 338.515,1405.68 340.579,1405.88 342.643,1405.88 344.707,1405.88 346.771,1405.88 348.835,1399.8 350.898,1399.8 \n",
       "  352.962,1399.8 355.026,1399.8 357.09,1396.22 359.154,1396.45 361.218,1396.68 363.281,1396.68 365.345,1396.68 367.409,1396.68 369.473,1396.68 371.537,1396.68 \n",
       "  373.601,1396.68 375.665,1396.68 377.728,1391.69 379.792,1391.69 381.856,1391.69 383.92,1391.69 385.984,1391.69 388.048,1391.69 390.111,1391.69 392.175,1391.69 \n",
       "  394.239,1391.69 396.303,1391.69 398.367,1391.69 400.431,1391.69 402.494,1391.69 404.558,1391.69 406.622,1391.69 408.686,1391.69 410.75,1391.69 412.814,1391.69 \n",
       "  414.877,1391.69 416.941,1387.24 419.005,1387.24 421.069,1387.24 423.133,1387.24 425.197,1382.99 427.26,1382.99 429.324,1382.99 431.388,1382.99 433.452,1382.99 \n",
       "  435.516,1379.65 437.58,1379.65 439.643,1379.65 441.707,1379.65 443.771,1379.65 445.835,1379.65 447.899,1379.65 449.963,1379.65 452.026,1379.65 454.09,1379.65 \n",
       "  456.154,1379.65 458.218,1379.65 460.282,1379.65 462.346,1379.65 464.409,1379.65 466.473,1374.06 468.537,1374.06 470.601,1374.06 472.665,1374.06 474.729,1374.06 \n",
       "  476.792,1374.06 478.856,1374.06 480.92,1369.65 482.984,1369.65 485.048,1369.65 487.112,1369.65 489.175,1369.65 491.239,1369.65 493.303,1369.65 495.367,1362.03 \n",
       "  497.431,1362.03 499.495,1362.03 501.558,1362.03 503.622,1362.03 505.686,1362.03 507.75,1362.03 509.814,1362.03 511.878,1362.03 513.941,1362.03 516.005,1362.03 \n",
       "  518.069,1362.03 520.133,1362.03 522.197,1362.03 524.261,1362.03 526.324,1362.03 528.388,1362.03 530.452,1362.03 532.516,1362.03 534.58,1362.03 536.644,1362.03 \n",
       "  538.707,1362.03 540.771,1362.03 542.835,1356.02 544.899,1356.02 546.963,1356.02 549.027,1356.02 551.09,1356.02 553.154,1356.02 555.218,1356.02 557.282,1349.45 \n",
       "  559.346,1349.45 561.41,1349.45 563.473,1349.45 565.537,1349.45 567.601,1349.45 569.665,1343.43 571.729,1343.8 573.793,1343.8 575.856,1343.8 577.92,1343.8 \n",
       "  579.984,1343.8 582.048,1343.8 584.112,1343.8 586.176,1337.32 588.239,1337.72 590.303,1337.72 592.367,1337.72 594.431,1337.72 596.495,1337.72 598.559,1337.72 \n",
       "  600.622,1337.72 602.686,1337.72 604.75,1332.61 606.814,1332.61 608.878,1332.61 610.942,1332.61 613.005,1332.61 615.069,1332.61 617.133,1332.61 619.197,1332.61 \n",
       "  621.261,1332.61 623.325,1332.61 625.388,1332.61 627.452,1332.61 629.516,1332.61 631.58,1332.61 633.644,1332.61 635.708,1332.61 637.771,1332.61 639.835,1332.61 \n",
       "  641.899,1332.61 643.963,1328.58 646.027,1328.58 648.091,1328.58 650.154,1328.58 652.218,1328.58 654.282,1328.58 656.346,1328.58 658.41,1328.58 660.474,1328.58 \n",
       "  662.537,1321.99 664.601,1321.99 666.665,1321.99 668.729,1316.79 670.793,1316.79 672.857,1316.79 674.92,1316.79 676.984,1316.79 679.048,1312.8 681.112,1312.8 \n",
       "  683.176,1312.8 685.24,1312.8 687.303,1312.8 689.367,1312.8 691.431,1312.8 693.495,1312.8 695.559,1308.43 697.623,1308.43 699.686,1308.43 701.75,1308.43 \n",
       "  703.814,1308.43 705.878,1308.43 707.942,1308.43 710.006,1308.43 712.07,1308.43 714.133,1304.99 716.197,1305.47 718.261,1305.47 720.325,1305.47 722.389,1305.47 \n",
       "  724.453,1305.47 726.516,1297.64 728.58,1297.64 730.644,1297.64 732.708,1293.47 734.772,1293.47 736.836,1293.47 738.899,1293.47 740.963,1293.47 743.027,1285.38 \n",
       "  745.091,1285.38 747.155,1279 749.219,1279.56 751.282,1279.56 753.346,1279.56 755.41,1279.56 757.474,1279.56 759.538,1279.56 761.602,1279.56 763.665,1279.56 \n",
       "  765.729,1279.56 767.793,1279.56 769.857,1279.56 771.921,1279.56 773.985,1274.59 776.048,1274.59 778.112,1274.59 780.176,1274.59 782.24,1274.59 784.304,1274.59 \n",
       "  786.368,1274.59 788.431,1274.59 790.495,1270.67 792.559,1271.25 794.623,1271.25 796.687,1271.25 798.751,1260.77 800.814,1260.77 802.878,1260.77 804.942,1255.08 \n",
       "  807.006,1255.08 809.07,1246.02 811.134,1246.02 813.197,1236.75 815.261,1236.75 817.325,1236.75 819.389,1236.75 821.453,1236.75 823.517,1236.75 825.58,1236.75 \n",
       "  827.644,1224.39 829.708,1224.39 831.772,1224.39 833.836,1224.39 835.9,1224.39 837.963,1224.39 840.027,1224.39 842.091,1224.39 844.155,1224.39 846.219,1224.39 \n",
       "  848.283,1215.77 850.346,1215.77 852.41,1215.77 854.474,1215.77 856.538,1207.02 858.602,1207.02 860.666,1207.02 862.729,1207.02 864.793,1207.02 866.857,1199.23 \n",
       "  868.921,1199.23 870.985,1199.23 873.049,1199.23 875.112,1199.23 877.176,1199.23 879.24,1199.23 881.304,1199.23 883.368,1199.23 885.432,1193.09 887.495,1193.09 \n",
       "  889.559,1193.09 891.623,1193.09 893.687,1193.09 895.751,1193.09 897.815,1193.09 899.878,1193.09 901.942,1193.09 904.006,1193.09 906.07,1193.09 908.134,1193.09 \n",
       "  910.198,1193.09 912.261,1182.95 914.325,1182.95 916.389,1182.95 918.453,1182.95 920.517,1182.95 922.581,1182.95 924.644,1182.95 926.708,1182.95 928.772,1182.95 \n",
       "  930.836,1182.95 932.9,1182.95 934.964,1182.95 937.027,1182.95 939.091,1182.95 941.155,1182.95 943.219,1182.95 945.283,1182.95 947.347,1182.95 949.41,1182.95 \n",
       "  951.474,1182.95 953.538,1182.95 955.602,1182.95 957.666,1182.95 959.73,1182.95 961.793,1182.95 963.857,1182.95 965.921,1182.95 967.985,1182.95 970.049,1182.95 \n",
       "  972.113,1182.95 974.176,1182.95 976.24,1182.95 978.304,1182.95 980.368,1182.95 982.432,1182.95 984.496,1182.95 986.559,1182.95 988.623,1182.95 990.687,1182.95 \n",
       "  992.751,1182.95 994.815,1182.95 996.879,1182.95 998.942,1182.95 1001.01,1174.4 1003.07,1174.4 1005.13,1174.4 1007.2,1174.4 1009.26,1174.4 1011.33,1174.4 \n",
       "  1013.39,1174.4 1015.45,1174.4 1017.52,1174.4 1019.58,1174.4 1021.64,1174.4 1023.71,1174.4 1025.77,1174.4 1027.84,1168.28 1029.9,1168.28 1031.96,1168.28 \n",
       "  1034.03,1168.28 1036.09,1168.28 1038.16,1168.28 1040.22,1168.28 1042.28,1161.11 1044.35,1162 1046.41,1162 1048.47,1162 1050.54,1162 1052.6,1162 \n",
       "  1054.67,1156.44 1056.73,1156.44 1058.79,1145.56 1060.86,1145.56 1062.92,1145.56 1064.99,1145.56 1067.05,1145.56 1069.11,1145.56 1071.18,1145.56 1073.24,1145.56 \n",
       "  1075.3,1145.56 1077.37,1145.56 1079.43,1145.56 1081.5,1145.56 1083.56,1145.56 1085.62,1145.56 1087.69,1145.56 1089.75,1145.56 1091.82,1145.56 1093.88,1145.56 \n",
       "  1095.94,1145.56 1098.01,1145.56 1100.07,1145.56 1102.13,1145.56 1104.2,1145.56 1106.26,1145.56 1108.33,1145.56 1110.39,1145.56 1112.45,1145.56 1114.52,1139.21 \n",
       "  1116.58,1140.15 1118.64,1140.15 1120.71,1140.15 1122.77,1140.15 1124.84,1140.15 1126.9,1140.15 1128.96,1140.15 1131.03,1140.15 1133.09,1124.69 1135.16,1125.68 \n",
       "  1137.22,1126.66 1139.28,1126.66 1141.35,1126.66 1143.41,1126.66 1145.47,1126.66 1147.54,1126.66 1149.6,1126.66 1151.67,1126.66 1153.73,1126.66 1155.79,1126.66 \n",
       "  1157.86,1126.66 1159.92,1126.66 1161.99,1126.66 1164.05,1126.66 1166.11,1126.66 1168.18,1126.66 1170.24,1126.66 1172.3,1126.66 1174.37,1126.66 1176.43,1126.66 \n",
       "  1178.5,1126.66 1180.56,1126.66 1182.62,1126.66 1184.69,1126.66 1186.75,1126.66 1188.82,1113.88 1190.88,1113.88 1192.94,1113.88 1195.01,1113.88 1197.07,1106.68 \n",
       "  1199.13,1106.68 1201.2,1106.68 1203.26,1106.68 1205.33,1106.68 1207.39,1106.68 1209.45,1106.68 1211.52,1106.68 1213.58,1106.68 1215.65,1106.68 1217.71,1096.1 \n",
       "  1219.77,1096.1 1221.84,1096.1 1223.9,1096.1 1225.96,1096.1 1228.03,1088.23 1230.09,1088.23 1232.16,1088.23 1234.22,1088.23 1236.28,1088.23 1238.35,1082.03 \n",
       "  1240.41,1082.03 1242.47,1082.03 1244.54,1082.03 1246.6,1082.03 1248.67,1077.13 1250.73,1077.13 1252.79,1077.13 1254.86,1077.13 1256.92,1077.13 1258.99,1077.13 \n",
       "  1261.05,1077.13 1263.11,1077.13 1265.18,1062.01 1267.24,1062.01 1269.3,1062.01 1271.37,1062.01 1273.43,1062.01 1275.5,1062.01 1277.56,1051.33 1279.62,1051.33 \n",
       "  1281.69,1051.33 1283.75,1051.33 1285.82,1051.33 1287.88,1041.86 1289.94,1043.08 1292.01,1043.08 1294.07,1043.08 1296.13,1043.08 1298.2,1043.08 1300.26,1043.08 \n",
       "  1302.33,1043.08 1304.39,1034.13 1306.45,1034.13 1308.52,1034.13 1310.58,1034.13 1312.65,1034.13 1314.71,1034.13 1316.77,1034.13 1318.84,1034.13 1320.9,1034.13 \n",
       "  1322.96,1034.13 1325.03,1027.08 1327.09,1027.08 1329.16,1027.08 1331.22,1027.08 1333.28,1027.08 1335.35,1027.08 1337.41,1027.08 1339.48,1027.08 1341.54,1027.08 \n",
       "  1343.6,1027.08 1345.67,1027.08 1347.73,1027.08 1349.79,1021.51 1351.86,1021.51 1353.92,1021.51 1355.99,1021.51 1358.05,1021.51 1360.11,1021.51 1362.18,1021.51 \n",
       "  1364.24,1006.85 1366.3,1006.85 1368.37,1006.85 1370.43,1006.85 1372.5,1006.85 1374.56,1006.85 1376.62,1006.85 1378.69,1006.85 1380.75,1006.85 1382.82,1006.85 \n",
       "  1384.88,1006.85 1386.94,1006.85 1389.01,1006.85 1391.07,997.022 1393.13,997.022 1395.2,997.022 1397.26,997.022 1399.33,997.022 1401.39,997.022 1403.45,997.022 \n",
       "  1405.52,997.022 1407.58,997.022 1409.65,997.022 1411.71,984.787 1413.77,984.787 1415.84,984.787 1417.9,984.787 1419.96,984.787 1422.03,984.787 1424.09,984.787 \n",
       "  1426.16,984.787 1428.22,963.108 1430.28,963.108 1432.35,963.108 1434.41,963.108 1436.48,963.108 1438.54,963.108 1440.6,963.108 1442.67,946.012 1444.73,946.012 \n",
       "  1446.79,946.012 1448.86,946.012 1450.92,946.012 1452.99,946.012 1455.05,946.012 1457.11,946.012 1459.18,946.012 1461.24,946.012 1463.31,946.012 1465.37,946.012 \n",
       "  1467.43,946.012 1469.5,946.012 1471.56,946.012 1473.62,946.012 1475.69,946.012 1477.75,946.012 1479.82,946.012 1481.88,946.012 1483.94,946.012 1486.01,946.012 \n",
       "  1488.07,946.012 1490.14,946.012 1492.2,946.012 1494.26,946.012 1496.33,946.012 1498.39,933.703 1500.45,933.703 1502.52,933.703 1504.58,933.703 1506.65,933.703 \n",
       "  1508.71,933.703 1510.77,933.703 1512.84,919.377 1514.9,919.377 1516.96,919.377 1519.03,919.377 1521.09,919.377 1523.16,919.377 1525.22,907.983 1527.28,907.983 \n",
       "  1529.35,907.983 1531.41,907.983 1533.48,896.512 1535.54,898.136 1537.6,899.754 1539.67,899.754 1541.73,899.754 1543.79,899.754 1545.86,899.754 1547.92,899.754 \n",
       "  1549.99,899.754 1552.05,899.754 1554.11,899.754 1556.18,899.754 1558.24,899.754 1560.31,899.754 1562.37,899.754 1564.43,890.317 1566.5,891.955 1568.56,891.955 \n",
       "  1570.62,891.955 1572.69,891.955 1574.75,891.955 1576.82,891.955 1578.88,891.955 1580.94,891.955 1583.01,891.955 1585.07,891.955 1587.14,891.955 1589.2,891.955 \n",
       "  1591.26,882.766 1593.33,882.766 1595.39,882.766 1597.45,882.766 1599.52,882.766 1601.58,882.766 1603.65,867.344 1605.71,869.046 1607.77,870.742 1609.84,870.742 \n",
       "  1611.9,870.742 1613.97,870.742 1616.03,862.788 1618.09,862.788 1620.16,862.788 1622.22,862.788 1624.28,862.788 1626.35,862.788 1628.41,862.788 1630.48,862.788 \n",
       "  1632.54,862.788 1634.6,862.788 1636.67,847.895 1638.73,847.895 1640.79,847.895 1642.86,847.895 1644.92,834.516 1646.99,836.308 1649.05,836.308 1651.11,836.308 \n",
       "  1653.18,836.308 1655.24,836.308 1657.31,816.319 1659.37,816.319 1661.43,816.319 1663.5,806.921 1665.56,806.921 1667.62,806.921 1669.69,806.921 1671.75,806.921 \n",
       "  1673.82,806.921 1675.88,793.994 1677.94,793.994 1680.01,793.994 1682.07,793.994 1684.14,793.994 1686.2,780.726 1688.26,780.726 1690.33,780.726 1692.39,780.726 \n",
       "  1694.45,780.726 1696.52,780.726 1698.58,780.726 1700.65,780.726 1702.71,780.726 1704.77,780.726 1706.84,771.518 1708.9,771.518 1710.97,771.518 1713.03,771.518 \n",
       "  1715.09,771.518 1717.16,752.682 1719.22,752.682 1721.28,752.682 1723.35,752.682 1725.41,752.682 1727.48,752.682 1729.54,752.682 1731.6,752.682 1733.67,752.682 \n",
       "  1735.73,734.468 1737.8,734.468 1739.86,734.468 1741.92,734.468 1743.99,720.831 1746.05,720.831 1748.11,720.831 1750.18,720.831 1752.24,720.831 1754.31,720.831 \n",
       "  1756.37,720.831 1758.43,705.618 1760.5,705.618 1762.56,705.618 1764.63,705.618 1766.69,705.618 1768.75,705.618 1770.82,705.618 1772.88,705.618 1774.94,705.618 \n",
       "  1777.01,705.618 1779.07,705.618 1781.14,705.618 1783.2,693.836 1785.26,696.02 1787.33,696.02 1789.39,679.094 1791.45,679.094 1793.52,679.094 1795.58,679.094 \n",
       "  1797.65,679.094 1799.71,679.094 1801.77,679.094 1803.84,679.094 1805.9,679.094 1807.97,679.094 1810.03,679.094 1812.09,679.094 1814.16,679.094 1816.22,668.867 \n",
       "  1818.28,668.867 1820.35,668.867 1822.41,668.867 1824.48,668.867 1826.54,668.867 1828.6,668.867 1830.67,668.867 1832.73,668.867 1834.8,668.867 1836.86,668.867 \n",
       "  1838.92,654.425 1840.99,656.718 1843.05,656.718 1845.11,656.718 1847.18,656.718 1849.24,656.718 1851.31,656.718 1853.37,656.718 1855.43,656.718 1857.5,656.718 \n",
       "  1859.56,656.718 1861.63,656.718 1863.69,656.718 1865.75,656.718 1867.82,656.718 1869.88,656.718 1871.94,656.718 1874.01,656.718 1876.07,656.718 1878.14,656.718 \n",
       "  1880.2,656.718 1882.26,656.718 1884.33,656.718 1886.39,656.718 1888.46,656.718 1890.52,656.718 1892.58,656.718 1894.65,635.435 1896.71,635.435 1898.77,635.435 \n",
       "  1900.84,635.435 1902.9,635.435 1904.97,635.435 1907.03,635.435 1909.09,635.435 1911.16,635.435 1913.22,635.435 1915.28,625.156 1917.35,627.529 1919.41,627.529 \n",
       "  1921.48,627.529 1923.54,627.529 1925.6,627.529 1927.67,627.529 1929.73,627.529 1931.8,619.668 1933.86,619.668 1935.92,606.057 1937.99,606.057 1940.05,606.057 \n",
       "  1942.11,606.057 1944.18,606.057 1946.24,606.057 1948.31,598.924 1950.37,598.924 1952.43,598.924 1954.5,598.924 1956.56,598.924 1958.63,598.924 1960.69,598.924 \n",
       "  1962.75,598.924 1964.82,598.924 1966.88,598.924 1968.94,598.924 1971.01,598.924 1973.07,598.924 1975.14,598.924 1977.2,598.924 1979.26,598.924 1981.33,598.924 \n",
       "  1983.39,598.924 1985.46,553.576 1987.52,553.576 1989.58,553.576 1991.65,517.815 1993.71,517.815 1995.77,517.815 1997.84,517.815 1999.9,506.626 2001.97,506.626 \n",
       "  2004.03,481.088 2006.09,483.863 2008.16,483.863 2010.22,483.863 2012.29,483.863 2014.35,483.863 2016.41,457.381 2018.48,457.381 2020.54,457.381 2022.6,457.381 \n",
       "  2024.67,457.381 2026.73,457.381 2028.8,457.381 2030.86,435.712 2032.92,435.712 2034.99,435.712 2037.05,435.712 2039.11,413.388 2041.18,413.388 2043.24,413.388 \n",
       "  2045.31,413.388 2047.37,413.388 2049.43,413.388 2051.5,413.388 2053.56,413.388 2055.63,413.388 2057.69,413.388 2059.75,413.388 2061.82,413.388 2063.88,413.388 \n",
       "  2065.94,413.388 2068.01,413.388 2070.07,413.388 2072.14,413.388 2074.2,378.119 2076.26,381.181 2078.33,381.181 2080.39,381.181 2082.46,381.181 2084.52,347.567 \n",
       "  2086.58,347.567 2088.65,347.567 2090.71,347.567 2092.77,347.567 2094.84,347.567 2096.9,347.567 2098.97,347.567 2101.03,347.567 2103.09,347.567 2105.16,347.567 \n",
       "  2107.22,347.567 2109.29,347.567 2111.35,347.567 2113.41,347.567 2115.48,325.553 2117.54,325.553 2119.6,325.553 2121.67,325.553 2123.73,325.553 2125.8,325.553 \n",
       "  2127.86,325.553 2129.92,325.553 2131.99,294.24 2134.05,294.24 2136.12,274.732 2138.18,274.732 2140.24,274.732 2142.31,274.732 2144.37,248.7 2146.43,248.7 \n",
       "  2148.5,248.7 2150.56,248.7 2152.63,248.7 2154.69,248.7 2156.75,248.7 2158.82,231.53 2160.88,231.53 2162.95,217.99 2165.01,217.99 2167.07,217.99 \n",
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     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env = BairdCounterEnv()\n",
    "ns = length(get_observation_space(env))\n",
    "na = length(get_action_space(env))\n",
    "init_weights = ones(Float64, 8)\n",
    "init_weights[7] = 10\n",
    "\n",
    "features = zeros(ns, length(init_weights))\n",
    "for i in 1:6\n",
    "    features[i, i] = 2\n",
    "    features[i, 8] = 1\n",
    "end\n",
    "features[7, 7] = 1\n",
    "features[7, 8] = 2\n",
    "\n",
    "π_b = obs -> rand() < 6/7 ? 1 : 2\n",
    "π_t = VBasedPolicy(\n",
    "            learner=TDLearner(\n",
    "                approximator=LinearVApproximator(init_weights),\n",
    "                γ=0.99,\n",
    "                optimizer=Descent(0.01),\n",
    "                n=0,\n",
    "                method=:SRS\n",
    "            ),\n",
    "            mapping = (obs, V) -> [0, 1]\n",
    "        )\n",
    "prob_b = [6/7, 1/7]\n",
    "prob_t = [0., 1.]\n",
    "RLBase.get_prob(f::typeof(π_b), s, a) = prob_b[a]\n",
    "RLBase.get_prob(f::typeof(π_t), s, a) = prob_t[a]\n",
    "\n",
    "agent = Agent(\n",
    "    policy=OffPolicy(\n",
    "        π_target=π_t,\n",
    "        π_behavior=π_b\n",
    "    ),\n",
    "    trajectory=EpisodicCompactSARTSATrajectory(state_type=Any)\n",
    ")\n",
    "\n",
    "env = WrappedEnv(\n",
    "    env=BairdCounterEnv(),\n",
    "    preprocessor=StateMapping()\n",
    ")\n",
    "hook = RecordWeights()\n",
    "run(agent, env, StopAfterStep(1000),hook)\n",
    "\n",
    "p = plot(legend=:topleft)\n",
    "for i in 1:length(init_weights)\n",
    "    plot!(p, [w[i] for w in hook.weights])\n",
    "end\n",
    "p"
   ]
  }
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